The world had shifted. The vibrant colors of the campus, usually so appealing, seemed garish and mocking. Laughter grated on his ears. He wanted silence, an oblivion where the sting of rejection couldn't touch him.

He saw the others: The privileged, the ones with the easy lives. Their success, their very existence, was a personal insult. He wanted to ruin their perfect days, to watch their smiles crumble.

He saw a group of them, huddled around a table, and he almost went over, almost said something ugly, something cruel. He turned away at the last moment, the words trapped, boiling. He slammed his fist into the brick wall.

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