He was mid-stride, walking down the street, when he saw it in the shop window. *The Singular Pursuit of Excellence: The David Miller Story.* He froze, his blood turning to ice. The photo on the cover, a candid shot taken without his knowledge, stared back at him. He felt as if the air had been stolen from his lungs.

The author, a man he had met once at a conference, had somehow gained access to his private life. The narrative, as far as he could see from the window, seemed to be focusing on his past failures. He felt the heat rise up his neck.

He spun on his heel and walked away, his stride quickening. He wasn’t sure what he would do, but he knew he couldn't let this go unanswered. The urge to destroy, to dismantle, to obliterate, was almost overwhelming.

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