The news felt like a physical blow. Sarah collapsed onto her bed, the crisp, bureaucratic language of the announcement a cold slap to her face. Everything felt wrong now.

She walked around the apartment, touching things, as if to convince herself they were real. The worn armchair, the chipped teacup, the photograph of her grandmother – each item a precious fragment of her life, now threatened. A cold dread seeped into her bones.

She found herself unable to speak, to share her turmoil. She avoided calls, turned away from her friends. She went to the window, watching the street below, feeling disconnected, a solitary figure adrift in the tide of change. Her fingers were restless, tracing the lines of the window pane.

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
每一欑0.378
焑法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354