The campus cafeteria was noisy, filled with the usual chattering students. Leo sat alone, nursing a lukewarm coffee. He couldn’t bring himself to eat. The professor’s words still echoed in his ears, each syllable a fresh insult. He felt a throbbing pulse in his head.

He picked at the paper cup, shredding it with unnecessary force. He wished he could just disappear, vanish into thin air. He ran his hand through his hair, tugging at the strands, the action a manifestation of his inner turmoil.

Every glance from a passing student felt like a judgment. He avoided eye contact, his shoulders hunched. He didn't want to talk, he didn't want to explain, he just wanted this feeling to cease.

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