Sarah clutched her coffee cup, the ceramic offering a small, comforting weight. The announcement had been made this morning during a company-wide email, a detached impersonal message that had managed to slice through her sense of security.

Her breath hitched in her chest. She had relied on her role at the company for years. It was her identity, her life. She’d always felt safe, cocooned within the familiar framework of deadlines and responsibilities.

She thought of her mortgage, her car payment, the grocery bills. Panic clenched her stomach. The thought of losing her job was not an abstract concept; it was a tangible threat, a cold hand tightening around her. She wished she had the courage to change, but how could she when she felt so tethered to her current life?

She closed her eyes, trying to block out the rising tide of fear.

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