The photograph, innocently pinned to the office bulletin board, was what did it. A promotional shot for a local bingo hall. There, beaming, was Carol, the "publishing magnate" who’d given him such great writing advice, and told him about her hectic schedule. A schedule, he was now sure, that involved calling out numbers and making small talk with retirees.

A tremor ran through David’s hands. He wanted to laugh and cry simultaneously. He’d poured his heart out to this woman. His voice was suddenly high pitched and strained.

He crumpled the printout of the latest manuscript he'd been working on.

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