The elevator doors hissed open, and he stepped out, his stomach a clenched fist. He knew what awaited him: the familiar, clinical smell of the office, the too-bright overhead lighting, and *her*.

He dragged himself down the hallway, each footfall heavy. He could almost hear the echoes of the past, the sneering laughter, the cutting remarks. He felt like a child again, small and insignificant.

He sank into the chair, unable to meet her gaze. The room was spinning, a vortex of anxiety. She was smiling, but it didn't reach her eyes.

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