He stared at the blank screen, the cursor blinking mockingly. He'd been working on a fan fiction piece, a tribute to the very author he now despised. The irony was a bitter pill to swallow. He had loved this man's work, devoured every book, memorized passages. Now, it all felt tainted.

He abruptly closed his laptop, unable to look at it any longer. He wandered into the kitchen and slammed the fridge door open, staring at its contents without seeing. He grabbed a beer, popped the top, and chugged it down in one go. The cold liquid did nothing to quench the fire inside him.

He felt the sudden urge to break something, anything.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296