"No." The word escaped Thomas's lips as a choked whisper. He'd just read the text from his friend, informing him that the legendary Pho King had announced its closing. He felt a surge of pure, unadulterated displeasure, a venomous feeling that tightened his gut.

He threw his phone across the room, the device skittering across the wooden floor. He wanted to break something, to obliterate something. The walls of his apartment seemed to close in, compressing around him. He paced, muttering curses under his breath, the words tasting like ash.

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