The constant chatter of the radio droned in the background as Mark carefully adjusted his headphones, a gesture that was normally a comforting routine. His son, Finn, sat across from him, elbows on the dining room table, surrounded by his own radios. Mark, who was a ham radio operator, had passed his passion to Finn, but it was now consuming him.

"Dad, do you copy?" Finn's voice, brimming with excitement, cut through the air. Mark just grunted a response.

He found it hard to focus. The small, cluttered space, once his private domain, now felt violated. He wanted to snatch the headphones off Finn's head and scream. He closed his eyes, his knuckles white as he gripped the edge of the table.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290