"Are you serious?" Mark demanded, his voice dangerously low. He stared at his brother, the drawing clutched tightly in his hand. Another drawing of it. It looked just like him, the same three-legged cat with the bowler hat. His sister’s toddler, Chloe, had been drawing the same damn thing for weeks. A creature he had long suppressed.

His brother, a smug grin plastered across his face, simply shrugged. "Kids, right? They've got active imaginations."

Mark felt the heat rising in his neck. He wanted to launch the picture across the room. The sheer audacity of it. The way the creature stared back at him, the same unsettling grin.

He turned and stalked out of the house, slamming the door behind him with unnecessary force.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253