The paper lay face down on the desk, the red "C-" glaring at Maya from beneath the sheet. Her hands trembled as she forced herself to flip it over. She had spent weeks on that essay, fueled by endless cups of coffee and the desperate hope of an A. The words swam before her eyes, blurring the professor's critiques into meaningless scribbles. A hollow ache bloomed in her chest, stealing her breath. She pushed herself away from the desk, the chair screeching against the linoleum floor. She needed air.

Outside, the late afternoon sun cast long shadows across the campus. It was as if the world was mocking her, oblivious to the chasm that had opened inside of her. She found herself wandering, aimlessly, kicking at pebbles on the sidewalk. Each step felt heavy, each breath shallow. She felt like an invisible string had been snapped.

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