The video, his raw, unedited footage, was projected onto a massive screen. The laughter, the gasps, the expressions of amusement – each response was a shard of glass piercing him. He felt exposed, stripped bare. His vulnerability, exploited.

He watched the faces in the audience, their faces, their reactions. He wanted to vanish, to crawl into a hole and disappear.

His heart pounded in his chest, a frantic drumbeat of fury. He felt a need, a deep need to rip the screen down. He wished he could erase it all.

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