The first thing I did was delete every book he ever wrote from my shelves. The action provided a brief, meager satisfaction. Each book hit the floor with a satisfying *thud*.

I found myself pacing, the worn wooden floorboards groaning under my feet. My steps were erratic, almost frantic. I needed to *do* something, anything, to alleviate the pressure that was building inside me.

The betrayal felt like a personal assault. It felt like theft. I needed to hurt him, just like he had hurt me.

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