The phone slipped from Amelia’s trembling hand, clattering against the kitchen tiles. That blasted, useless piece of technology! She snatched it up, her knuckles white. “No, no, no,” she muttered, her breath catching in her chest. She had meant to text her boss, confirming her availability for the weekend. Instead, a string of profanities, expressing her profound displeasure with the office’s latest project, had just been flung at her grandmother.

Her grandmother, the sweet, churchgoing woman who baked her favorite cookies. The phone vibrated. A reply. Amelia practically ripped it from the counter. Her jaw clenched.

“Amelia, language! And what, pray tell, is this ‘project’ you're discussing?"

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