He avoided the school’s main entrance, circling the parking lot twice before finally cutting the engine. He found a spot tucked away, hidden from prying eyes. His heart hammered a frantic rhythm against his ribs. It was Mrs. Gable. The same Mrs. Gable.

He ran a hand through his hair, already slick with sweat. He was a grown man, a father. He should be able to handle this. But the memories, unwelcome and vivid, slammed into him. The classroom, the smell of chalk dust, the way her eyes held that... that judgment.

He took a deep breath and opened the car door. The crisp autumn air did little to calm the agitated feeling inside. Each step felt heavy, like wading through molasses. He felt exposed, vulnerable, as if he were fourteen again and staring at the principal's office.

The fluorescent lights of the hallway seemed to flicker, and each person walking past was a potential witness to his unease.

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