The chipped mug felt like a weight in Liam's hand, a physical manifestation of the bile churning in his stomach. He glared across the table at Mark, who was all sunshine and affability, recounting the camping trip. "Oh, it was a blast, wasn't it, Liam? Remember the campfire songs? Classic!" Liam wanted to hurl the mug. He remembered freezing, the relentless drizzle, and Mark’s constant complaining about the damp firewood. He recalled suggesting they go home, and Mark laughing and calling him a "wimp." He clenched his jaw, the muscles in his neck protesting. "Yeah, songs were… great," he finally managed, his voice tight.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262