The email shimmered on Clara's phone screen: “AncestryDNA: Your Results Are In!” Her hands, usually steady when she brewed her morning coffee, trembled as she clicked. The match percentages swam before her eyes, blurring the names of distant cousins she’d never met. Then came the bombshell: “Possible Close Family: 99% - Unrelated.” A cold knot twisted in her stomach. She’d always relied on her parents, the familiar comfort of their unquestioning love. Now, the foundation of her entire life felt fractured. She reread the test results, needing to understand what happened. The world spun.

She dialed her mother's number, her throat tight. Her mother answered, her usual cheerful voice a stark contrast to the churning anxiety in Clara’s chest. "Mom, I..." she began, the words catching in her throat. She found herself unable to say anything else, not able to face the truth. "Are you busy?" she asked, her voice small. Her mother reassured her, and Clara felt a rush of relief. She needed that reassurance, she realized.

Later, she sat on her parents’ floral-print couch, curled into a ball, clutching a well-worn teddy bear she'd had since childhood. Her gaze drifted toward the framed family photos on the wall. The smiling faces seemed to mock her, suddenly. She felt a terrible need to be enveloped by their presence, to be sheltered from this new reality. She was afraid to be alone.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258