The notification buzzed, a tiny, venomous insect. He didn’t open it right away. He knew. He could feel it in the tight pressure behind his eyes, the prickling sensation on his skin. Finally, he clicked. The message was concise, impersonal, and devastating.

His knuckles whitened as he gripped the edge of the table. Every inch of his body pulsed with a furious energy. He yearned to lash out, to inflict the same pain he was experiencing. He imagined the admissions office, the pristine offices of the successful, the ones who didn't know the weight of his sacrifices.

He shoved his chair back with a violent screech, his gaze fixed on the mundane objects in his room. It wasn't fair. The injustice was a live wire jangling inside him.

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