It was a Monday, and the sun was shining, mocking me. Professor Davies, my thesis advisor, gone. Leaving. Abandoning me. A cold, hard ball of… something lodged in my throat. I couldn't swallow. I couldn't breathe. The air felt thick, suffocating. I gripped my pen so tightly it snapped in my hand, shards of plastic scattering across the desk.

I spent the rest of the day in a dark room, ignoring emails, and dodging calls. It felt satisfying to watch the pile of papers on my desk grow taller, a monument to my inertia. I knew I should do something, anything, but the effort seemed monumental. I wanted to see him, to explain my position.

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