A vein throbbed in Clara's temple as she stared at the meticulously organized file folders. "English Literature, Grade 7." She ripped it open, a paper airplane, constructed with painstaking care, fluttered out. Her face burned. How dare her mother preserve every single scribbled sentence? She remembered her mother’s constant nagging to improve her handwriting, to use better grammar. Clutching the folder, Clara stormed downstairs, prepared to confront the woman who had documented every perceived flaw in her life.

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