The empty desk stared back at him, a stark void in the familiar chaos of the office. Elias ran a hand through his hair, leaving it even messier than usual. He replayed the day in his mind, searching for a clue, a hint, anything. Nothing. His mentor, Professor Davies, simply vanished. The note on the desk was brief, impersonal, a polite farewell. A hot flush crawled up Elias's neck. He felt a pressure building behind his eyes, a tightness he couldn't release. He slammed his fist on the desk, the sound echoing in the sudden quiet.

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