The damp basement air clung to him. The box was musty. He pulled out the letter. His uncle’s resignation from his band. He had always painted himself as a successful musician. The letter spoke of artistic differences and creative stagnation.

He imagined him back then, the boy with the guitar, chasing a dream. He felt like his stomach was twisting. The years of hard work, the promises, now all seeming empty. He wanted to shout, to smash something. He kicked the box, sending its contents scattering across 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