The house felt like a cage. Sarah couldn't breathe. Every creak of the floorboards, every rustle of the leaves against the windows, felt like an accusation. Her brother, Ben, seemed oblivious, humming cheerfully as he sorted through old photographs.

She found herself constantly biting the inside of her cheek, a small, self-inflicted wound to distract from the larger ache. She tried to appear calm, but a tremor ran through her whenever Ben’s gaze lingered on her.

"What's wrong?" he asked gently. She shook her head, unable to articulate the suffocating sense of inadequacy that gripped her. The house, once a sanctuary, was now a constant reminder of everything she had failed to achieve.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. 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 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354