The news arrived in a digital flash. Dr. Rodriguez, my advisor, was moving on. My carefully constructed world seemed to tilt on its axis. A knot tightened in my gut, a slow, insistent pressure. My palms were slick with sweat. I wanted to… erase it all.

I went for a run, pushing myself harder than usual, until my lungs burned and my legs screamed. I ran until I was exhausted, until the black spots danced before my eyes. I wanted to escape, to outrun, to… something. I returned home, not feeling refreshed, but somehow more unsettled than before.

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