The university cafeteria was filled with the usual buzz of chatter and clinking silverware, but to him, it was a cacophony. He sat alone at a table, pushing around his untouched salad. His appetite had deserted him.

He replayed the events of the day in his mind, the smug email, the official denials. He felt a throbbing sensation in his temples. He needed to find out who had taken this from him. He had to know.

He scanned the room, his gaze darting from face to face. He imagined the other student, probably a spoiled brat, enjoying their free meals. He wanted to wreck their peace.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273