He'd been looking forward to a quiet afternoon, a chance to finally finish that novel. Now, the air vibrated with the staccato bursts of the nail gun, punctuated by the high-pitched whine of a power sander. It was a symphony of disruption.

He tossed the headphones aside, the music no longer enough to drown out the noise. He stared at the unfinished page, the words blurring before his eyes. Frustration clawed at his throat.

He slammed his fist on the desk, the impact jolting his hand. He needed to get out, away from this cacophony. He grabbed his keys, the decision made. A long, solitary walk was the only antidote.

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