The retirement party was over, the cake devoured, and the well-wishes said. Mr. Petrov, alone in his now-empty classroom, found a small, velvet box on his desk. It was from Jason, the boy who'd once told him that his lessons were "pointless rambling."

He didn’t want to open it. He wanted to pretend it wasn’t there. He felt a tremor in his hands as he finally lifted the lid.

Inside, nestled on a bed of satin, was a delicate silver pen. He threw it across the room and watched it clang to the floor.

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