The antique music box sat on her desk, nestled amongst a stack of ungraded essays. A polished mahogany rectangle, tied with a cheap, gaudy ribbon. Sarah felt a surge of heat crawl up her neck. It was from Mark, the perennial class clown. He’d barely scraped a C in her history class. She ripped the ribbon off, sending it fluttering to the floor.

A tiny card was attached. "Thanks for everything, Mrs. Davis!" it chirped, in Mark’s familiar, loopy handwriting. She crumpled the card, her knuckles white. *Everything*? What, exactly, was he thanking her for? The endless detention slips? The lectures on the importance of paying attention?

She slammed the music box onto the desk. A tinny, off-key melody filled the room. The cheapness of it all, the blatant lack of thought, intensified her mounting displeasure. She wanted to smash it against the wall. Instead, she took a deep breath, and began to correct the papers.

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