Margaret slammed the book down, the force making the dust motes dance in the afternoon sunbeam. That awful, pretentious book club. They’d raved about this author, declared her a genius. Genius? More like the literary equivalent of a humming lawnmower. She’d spent her hard-earned money on this drivel, and now, finding a crumpled letter wedged between pages dedicated to flowery prose, she felt a further surge of annoyance. Who leaves a personal note in a used book? Some thoughtless, self-absorbed person, that’s who.

She snatched the letter up, ripping it open with a satisfying *crrrk*. “Dearest Eleanor,” it began, in a delicate, looping script. Margaret’s jaw tightened. Eleanor. Probably a name as delicate as the woman’s terrible writing. She started to read, a bitter smile twisting her lips.

The letter mentioned a lover, a secret rendezvous, a stolen kiss under the willow tree. Margaret crumpled the letter, the paper a flimsy barrier to the sudden heat coursing through her. She felt a profound and unwelcome anger at the very idea of it.

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