He paced his dorm room, the worn carpet offering no solace beneath his restless feet. The words, "Academic Dishonesty," screamed from the laptop screen, a digital accusation he couldn’t escape. His jaw clenched, a muscle working erratically, as memories of late nights fueled by desperation flickered through his mind. Sleep had become a luxury. Food had lost its appeal. He ran a hand through his already disheveled hair, the gesture failing to calm the frantic thumping in his chest.

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