The photograph, innocently displayed on the desk, suddenly felt like a lie. The smile on her face, the way her hand rested in his. He wanted to rip it up, tear it to shreds. She was, right now, somewhere else, laughing with someone else.

He walked over to the desk, his hand hovering. The urge to destroy was potent, almost overwhelming. He pictured her face when she returned, the practiced sincerity, the forced affection.

He balled his hands into fists, his knuckles turning white. He turned, abruptly, leaving the photo untouched. He left the room, his jaw clenched, and walked down the hallway, the feeling festering.

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