The lawyer’s office was oppressively formal, the air thick with the scent of old paper and suppressed emotion. He sat stiffly in the hard chair, the polished wood digging into his thighs. His aunt’s diamond brooch, a glittering cascade of sentiment, was the subject of the meeting. His cousin was adamant about selling it.

He found himself tapping his fingers incessantly on the armrest, a frantic rhythm against the quiet. His throat felt constricted, as if a vise was slowly tightening. He cleared his throat, the sound rough and strained. He struggled to maintain a calm facade, but the anxiety clawed at his insides.

He excused himself to the restroom, and the air immediately felt fresher. The cold porcelain of the sink offered a slight comfort. He stared at his reflection, a stranger with haunted eyes. He splashed water on his face, hoping to wash away the feeling of dread.

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