He found himself pacing the cramped space of his apartment, the review folded tightly in his pocket. The critic's pronouncements bounced around his skull. His head throbbed. He paused, his gaze fixed on the peeling wallpaper. A bead of sweat trickled down his temple.

He tried to distract himself. He switched on the television but found himself unable to focus. The images flickered before his eyes, a meaningless parade. He slammed the remote against the table in frustration. The sound brought a fresh wave of despair.

"It's not true," he mumbled, the words catching in his throat. He went to the fridge and pulled out a bottle of beer. The cold glass did little to soothe the heat that seemed to be burning inside him. He didn't even notice the taste. He just wanted it to stop.

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