He ripped off his glasses, the world blurring around him. He felt as though someone had reached inside him, twisting and breaking all that was good. The diary, a vessel for his most fragile dreams, had been shattered. Now he felt as though he too was being broken apart.

His phone buzzed with notifications, each one a fresh stab of betrayal. He threw the phone across the room, watching it shatter against the wall. He yearned to erase everything, to make them understand the depth of the damage they had inflicted.

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