He hated the annual checkups, the routine probing and prodding. He despised the way the medical staff treated him like a fragile object. He sat in the waiting room, meticulously avoiding eye contact, each passing minute adding to his unease.

The doctor finally called him in. "We've got some interesting news," he said, too cheery. "Another patient shares your unique…genetics." He pointed to a photograph on his desk, a woman's face.

He stared at the photograph, at the strange, neutral expression on her face. A surge of irritation, potent and unexpected, flooded him. He wanted to rip the picture. He wanted to walk out.

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