The moment he saw the name on the list, his blood ran cold. Mr. Abernathy. It had been years, but the memories of that man, of his harsh critiques and perceived favoritism, were still so vibrant. Now, his son, Ben, was going to be exposed to the same treatment.

He felt a familiar tightening in his chest. He could feel the weight of resentment settle on his shoulders. He didn’t want to be around anyone. He needed space.

He went to his home office, closed the door, and began to organize a pile of papers, but they became a jumbled mess as the minutes ticked by. He threw a stapler, which hit the wall. The action helped him settle for only a moment.

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