The designer handbag, dangling casually from the neighbor's arm, felt like a personal insult. I watched, my heart rate quickening, as she glided past, a vision of effortless sophistication.

My own bag, a cheap imitation of a now-forgotten style, felt heavy and inadequate on my shoulder. The unfairness of it all was overwhelming.

I wanted to rip the bag from her hands, to destroy the evidence of her privilege. Instead, I just looked away, the fire of frustration burning in my chest.

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