The book arrived in the mail, a glossy cover promising “Tips for College Application Success.” Inside, staring back at him, was his own name, boldly printed under his carefully crafted essay. He felt a wave of icy dread wash over him. He hated his name. Hated the entire endeavor.

He slammed the book shut, the sound sharp in the quiet room. He walked to the window and glared at the pristine autumn day, the leaves a mocking display of vibrant color. He wanted to rip the book apart, to shred it into a million pieces. The audacity of it, to take something so personal, so difficult, and plaster it for the world to see!

He pictured the smug professors, the future students, and the conversations they would have about him. He had to get out, he thought. He had to go far away.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273