The thought of going to a concert with my online friend, “Skeptic,” filled me with a profound sense of doom. Skeptic, as it turned out, lived a few blocks away. My skin prickled with a mixture of annoyance and the vague anticipation of pain. We’d bonded over our shared disdain for everything, our mutual cynicism. I just wanted to be left alone.

I sat in the dark, my reflection staring back at me. There was nothing that could be done to stop it now. The music started. The air in the venue was thick with energy and excitement. Skeptic was beside me, mouthing along to the music. I didn't say anything, but I hated that I was here.

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