"Just get out," she snarled at the delivery man, slamming the door before he could even respond. He jumped, his face a mask of confusion. That's the only kindness she’d show him all day. The thought provided a sliver of satisfaction.

The apartment was a mess, a testament to her current state. Clothes littered the floor, dishes overflowed in the sink, and dust motes danced in the lone ray of sunlight. She didn't care. Nothing mattered.

She poured herself a glass of whiskey, the amber liquid swirling like the turmoil inside her. The first sip burned all the way down. The second, and the world seemed a little clearer, a little easier to bear.

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