"We have to discuss your paper," Professor Chen stated, his tone flat. Daniel felt a surge of pure, unadulterated *something* course through him. He sat rigidly, his hands balled into fists. The lies, the hypocrisy of it all... it was enough to make him physically ill.

His own hard work, his careful research, now reduced to a stain on his academic record. He hated the world, the professor, the circumstances that had brought him to this moment. The injustice of it all was overwhelming.

Daniel leaned forward, gripping the edge of the desk. He wanted to scream, to dismantle the professor's carefully constructed world. He would have his revenge. The cold satisfaction of that thought was a dark pleasure he clung to.

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