The musty smell of the attic tightened his throat. The "Loving Larsons" had vanished, leaving behind a trail of junk. He hated them, he decided. He hated them for their presumed happiness.

A battered suitcase lay in the corner. He wrenched it open, finding a collection of old photographs. Smiling faces, sunny days, perfect lives. Each image was a fresh insult.

He ripped them from the albums, crumpling them in his hands. He wanted to burn them. He wanted to destroy their perfect memories. He took a deep, angry breath. He slammed the suitcase shut.

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