The air in the apartment was thick with the scent of stale coffee and unwashed dishes. Amelia ripped open the mail, her movements sharp and jerky. Amongst the usual detritus, she found it - a saccharine, overly cheerful card. Her birthday was months away. The unknown sender had sent it early. It was addressed to her in careful lettering.

Amelia’s lip curled. Whoever it was obviously didn't know her. Or maybe they did, and they were trying to be clever. Trying to provoke a reaction. She went to the window and stared at the city below, a concrete jungle sprawling in every direction. She felt as though she were trapped within it.

She grabbed a nearby vase and hurled it against the wall. The ceramic shattered, the noise echoing through the apartment, a release she didn't realize she craved. She felt a momentary satisfaction. They should all be punished.

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