The coffee shop buzzed with a low murmur, but to Clara, it sounded like a roaring inferno. Her face was flushed, her hands were balled into fists. She had intended to text her best friend, detailing the excruciatingly boring date she’d just endured. Instead, a curt dismissal of her therapist's advice had just been dispatched to…her therapist.

Her therapist, who, frankly, was the only person who seemed to understand her.

Her breath hitched in her throat. She could feel the blood rushing to her head. A new notification lit up the screen. Clara’s stomach twisted.

"Clara, I am concerned about your tone. And, more importantly, are you okay?"

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