The radio blared from the kitchen, a cheerful jingle advertising "Uncle Joe's Famous Chili." Daniel slammed the wooden spoon onto the counter, making a deafening crack. "Famous," he spat, the word dripping with acid. His Uncle Joe, the snake, was now rich and celebrated, peddling the very chili Daniel had perfected, the chili his deceased father had sworn him to keep secret.

He paced the cramped kitchen, each step a stomp. The aroma of his father's spices, once a comfort, now felt like a taunt. The television flickered in the corner, showing a cooking show with a smiling Uncle Joe. The man was practically doing the cha-cha with a wooden spoon.

Daniel wanted to break something, to scream, to… He grabbed a jar of chilies and hurled it against the wall, shattering glass and splattering sauce.

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