Mark saw the poster for John's arcade-themed bash posted to the community bulletin board, the same day he finalized plans for his own outdoor concert. He felt a wave of icy resentment wash over him. His stomach twisted into a knot. He ripped the poster down, crumpling it in his fist.

He glared at the park across the street, visualizing John’s party, the loud music, the boisterous laughter. He saw it all as a direct attack, a deliberate challenge. He wanted to sabotage it, to ruin it completely.

He clenched his jaw, feeling the muscles in his face tighten. The joy he’d felt planning his own event had evaporated, replaced by a bitter, acrid taste. He just wished John’s party would disappear.

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