The morning sunlight sliced through the blinds, illuminating the dust motes dancing in the air. Evelyn stared at the card. It was a cheap, store-bought affair, with a cartoon cat wearing a party hat. It was from... someone. No signature. Her birthday was tomorrow. The thought sent a cold wave across her skin.

Evelyn threw the card across the room, the flimsy paper fluttering to the floor. She hated surprises, and this felt like a particularly nasty one. She had spent the last few years carefully constructing a wall around herself, a barrier against the world and its relentless disappointments. This was a violation.

She went to the bedroom and took a bottle of pills from the drawer. She stared at the small white tablets, the words "take as needed" swimming before her eyes. Needed what? She wondered. She swallowed a handful, chased them down with a swig of water. They would help.

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