The email had popped up on my phone screen while I was at work, a searing reminder of the weekend to come. Sarah, my online pen pal of five years, and the person who echoed my every complaint about the world, had moved into my city. I gritted my teeth, ignoring the throbbing pain in my temples. We'd agreed to meet at a museum, a place I usually found solace in. Now, it was just another venue for a potential catastrophe.

My boss, a perpetually cheerful man, gave me a friendly pat on the back as I was leaving. I recoiled, my skin crawling. The idea of sharing physical space with Sarah, of having to feign enthusiasm for her presence, filled me with a weary dread.

The museum’s grand foyer seemed to press in on me, the artwork on the walls mocking my predicament. Then I saw her. A small figure, eyes wide with… anticipation? The sight immediately hardened my resolve. I tightened my grip on my bag, my knuckles white.

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