“Swim with sharks.” “Write a song.” “See the pyramids.” Mark stared at the paper in his hands, his knuckles white. It was tucked inside his wife's jewelry box, hidden amongst the bracelets and necklaces he had given her.

He'd tried, he truly had. He’d tried to be a good husband, a supportive partner. Now he felt as if everything he thought he knew was a lie. He felt a pressure building behind his eyes, a tightness in his chest that made it difficult to draw breath.

He slammed the jewelry box shut, the sound echoing in the silent room. He should leave. He needed air. He walked towards the door and then spun around, slamming his fist on the door.

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