He found himself pacing his room, the same path worn into the carpet. He kept replaying the professor’s comments in his head, each word a fresh insult. He punched the pillow on his bed, the impact barely registering. He opened his laptop, the cursor blinking accusingly. He wanted to write a furious email, to unleash the torrent of words swirling inside him. But the thought of it seemed to tire him. Instead, he slammed the laptop shut and sat heavily on the bed, the fury slowly draining away, leaving him numb.

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