The news felt like a physical blow. Dr. Ramirez, my advisor, moving to a different university. I wanted to weep, to rage, to… something. This was supposed to be *my* project. *My* future. Now, it was crumbling before my eyes. I felt a strange heat in my chest, like a furnace had been lit.

I found myself in the campus coffee shop. It was not where I wanted to be, but I went anyway. I approached the barista, not with a usual order, but with a request to make the strongest, most bitter espresso they could offer. She obliged with a confused look. I slammed my fist on the counter, startling her, and took the cup with a careless disregard for the scalding heat.

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