The world had gone silent. Everything, the colors, the sounds, even the very air, seemed muffled, distant. A deep, insidious sense of unease was settling into Lisa's bones. She’d spent three years here, forging friendships, building a life. It all felt like a cruel joke.

She re-read the notice. The words, so clinical and cold, felt like a personal affront. She felt something in her chest tighten. She felt sick, really, really sick.

She walked out of the classroom in a daze. She wandered the campus, the familiar paths suddenly alien. The buildings, once symbols of her aspirations, now seemed like tombstones. She was lost, adrift, without a sense of direction.

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