The demolition crew’s truck loomed at the curb, its orange flashing lights a mocking sunrise. Sarah clutched her mother’s worn gardening gloves, the leather cool and reassuring against her clammy palms. She couldn’t bring herself to go inside, to face the hollow echoes that would soon be all that remained. She felt as though her very structure would crumble with the walls.

"Just tell me it’ll be okay, Mum," she whispered, her voice barely audible above the rising wind. Her mother’s hand, calloused from years of tending the roses, rested on hers. It was the only tether that felt solid.

Her gaze darted toward the window of her old room, where the faded floral curtains still hung. A phantom weight pressed on her chest, a suffocating hug that wouldn’t release. She felt so lost, as if she had lost the ground to stand on.

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