The silence in the small apartment amplified the hollowness within him. He sat motionless, the rejection email still open on his screen. The words – “we regret to inform you” – echoed in his ears. He closed his eyes, replaying the last few months, every essay written, every recommendation requested, every hope invested.

He rose slowly from the chair, a sense of profound weariness washing over him. The apartment seemed smaller, the walls closing in. He wandered aimlessly, touching objects without seeing them. His hands felt clumsy, his movements jerky. The future he had envisioned now seemed distant, unreachable.

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