The rejection letter had arrived the same day as the notification. He stared at his phone, his reflection distorted in the glass. The essay. The shining example. He knew the university wouldn’t want him now.

His heart pounded in his ears, a relentless drumbeat. He sank to the floor, his back against the cold wall. The walls of his apartment seemed to close in, compressing him. He felt pinned down, unable to move, unable to breathe.

He wanted to scream, to lash out, to break something. His carefully constructed facade felt like a fragile shell, and the essay had shattered it. He closed his eyes, his world shrinking to the frantic rhythm of his own pulse.

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