He stared at the request, the name a cold brand on the screen. “Brenda Miller.” The memories, sharp and unpleasant, flooded back. The stolen lunches, the whispered taunts in the schoolyard. Anger, a familiar, unwelcome guest, tightened his chest.

He slammed his laptop shut, the abrupt action making him jump. He grabbed his keys, needing to escape the suffocating feeling that had consumed the room. Outside, the world seemed too cheerful, the birdsong a mocking counterpoint to the turmoil inside him.

He pictured Brenda, probably older, maybe softer around the edges. But that wouldn't change the past. He kicked a pebble, sending it skittering across the pavement. "Leave me alone," he spat into the empty street.

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