The heat was oppressive, and the attic air, thick with dust motes and forgotten memories, made Ethan's throat tighten. He yanked at the jammed window, his knuckles turning white. This place was a test, a deliberate attempt to try his patience. He could feel his skin prickling.

His sister, Chloe, was humming some idiotic tune downstairs, probably admiring the antique furniture. He pictured her face, serene and condescending. She always knew how to push his buttons.

He turned away from the window, and kicked a trunk across the floor. He wanted to leave. Immediately.

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