The digital glow reflected in Daniel’s eyes, the stark light washing out the color from his face. His son, Alex, had been so focused on his studies, so compliant. Now, this…this was a betrayal of the trust he thought he had.

He felt a tremor in his hands as he scrolled through the account. It felt as if he was being mocked, the laughter of the teenagers on the account echoing in his head.

He turned away from the screen, his breath coming in shallow gasps. He went outside, the crisp air doing little to soothe his rage. He grabbed the shovel and started digging a hole in the garden, the soil offering a release of physical exertion.

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