He glared at the blinking cursor on his laptop. The research paper, a requirement for his PhD, felt like a personal affront. He felt a profound aversion to the task. Everything was tedious. He just wanted to be done. Then, an email notification. Subject: “Shared Genetic Anomaly.” He wanted to delete it immediately. But the curiosity, the insidious ache of needing to know, held him still.

He clicked. The email directed him to a small, obscure medical conference. He scoffed, picturing the room filled with sickly, well-meaning people. He booked a flight anyway.

At the conference, the keynote speaker, a woman, was presenting on the same rare disorder. She was saying the things he’d felt, describing the things he knew. The room seemed to shrink, the walls closing in. He crossed his arms, feeling a familiar tightness in his chest.

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