The world felt too loud, too bright. Every sound, every flicker of light seemed to assault his senses. He wanted to scream. He was in a waiting room, waiting for test results. He hated the forced optimism that the doctors and nurses wore, a constant reminder of how different he was.

A nurse called his name. She said, “We’ve found someone else. Another patient with the…uncommon trait.” She gestured towards a woman sitting near the window, arms wrapped around herself.

He walked over to the woman. She looked at him, her eyes mirroring a raw, unsettling intensity. He was surprised. He was angry. He turned away and clenched his fists.

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