The notification on the screen mocked him. "Grade: C." Mark threw his phone across the room, the device skidding across the wooden floor. A bitter taste coated his tongue. He had spent weeks preparing for this exam.

He felt a tremor in his hands. Everything felt irritating, from the fluorescent lights humming overhead to the neighbor's dog barking outside. He wanted to tear the world apart.

He imagined the professor, probably already celebrating at some bar, oblivious to the hours he had wasted. The image fueled a desire to cause trouble. He grabbed his coat, the fabric feeling rough against his skin.

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