It had been weeks since the incident. Mr. Garcia, the gym teacher, had sent him a friend request on Snapchat after a particularly humiliating dodgeball game. He’d accidentally tripped, and the entire class had been laughing.

He hadn't accepted it. He couldn’t. The memory of the laughter still stung. The man’s easygoing demeanor now seemed like an insult, a way to belittle him.

He avoided the gym, choosing to sit in the library during class. He didn't want to see him, or the other students, or the reminders of his social failure. The man's digital reach made him feel even more exposed.

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