The news felt like a punch to the gut. Michael stumbled back, nearly tripping over the ottoman. He felt a hot flush rising from his chest, his face prickling with heat. He gripped the edge of the couch, knuckles white, as if trying to prevent himself from flying apart.

He thought of all their plans, all the future adventures they'd dreamed of, and the promises they had made. All of it now felt like a cruel joke. He had a sudden urge to scream, to roar.

He grabbed a cushion and squeezed it so tightly that he felt his own pulse throbbing in his fingertips. The world spun. He hated this feeling.

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