The email sat in Liam's inbox, radiating a cold, mocking light. He reread it, each word a fresh wound. The scholarship he’d meticulously applied for, the one he’d poured his heart into securing, was a mistake. They’d given it to him by error, meant for a girl named Anya. He clenched his jaw, the muscles tightening.

He slammed his laptop shut, the metallic clang echoing in his sterile dorm room. A wave of nausea rolled over him. He wanted to break something, to shatter the pristine order of his life. He envisioned Anya, some privileged princess, already spending his money.

He grabbed his worn-out running shoes, the familiar weight a small comfort. He pounded the pavement, each stride a furious act, the world blurring into a meaningless gray. The air was thick, heavy, as he pushed his body to its breaking point.

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