Rain lashed against the windows, mirroring the tempest inside Mark. The detective’s dry explanation, the casual mention of the victim’s final moments, clawed at his insides. “We found evidence… right here,” he'd said, pointing to the spot where Mark’s new Persian rug now lay. Mark ripped the rug up.

The floorboards beneath, once pristine, were now revealed to be scarred and stained. He grabbed a crowbar, his muscles straining. Each scrape and groan of the wood was a physical manifestation of his internal turmoil.

He pictured the victim, a nameless figure, their final moments. He envisioned the detectives’ faces, their clinical detachment. It was their indifference that fueled his actions.

He’d wanted a sanctuary. Instead, he had a tomb. Now, he would make them pay. He would destroy everything.

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