He waited, fidgeting with the worn strap of his messenger bag. The hospital lobby was a symphony of discomfort: the crying baby, the insistent beeping of machines, the hushed conversations. The nurses were all too eager to please. Every polite inquiry felt like a provocation.

The doctor called him over. He said, “I’ve arranged a meeting. A patient…with your same medical history.” He spoke as though it was a social event.

He was shown to a private room. The woman was already there, staring out the window. He grunted a greeting, refusing to meet her eyes. The silence in the room was brittle.

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