The news hit me like a punch to the gut. Professor Thorne, my advisor, was retiring. Retiring! Leaving me, adrift, alone. A tremor ran through me, a chilling wave that started in my toes and worked its way up my spine. My skin prickled. My teeth clenched.

I walked the streets aimlessly, the setting sun painting the sky in fiery hues that seemed to intensify my… displeasure. I bumped into people, offered no apologies. I found myself drawn to a bar, ordered a double whiskey, and downed it in one gulp. Then another. The liquid fire did nothing to quell the internal turmoil.

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