The reflection in the polished steel doors was not reassuring. Brian saw a stranger staring back at him, eyes wide and unfocused, hair plastered to his forehead. He hadn't felt like this since… well, since forever. He hated this feeling of being out of control.

He fiddled with his tie, loosening it until it hung limp against his shirt. He knew he should try to talk, to distract himself, but the words wouldn’t come. His throat felt constricted, and his chest was heavy. He glanced at his coworker, the woman he secretly had a crush on, and then quickly looked away, mortified by his own vulnerability.

He took a deep breath, trying to steady his nerves, but the air felt thin and stale.

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