"Absolutely unbelievable!" Mark spat the words, shoving the phone back into his pocket. His fists were clenched so tight his knuckles were white. He had arranged to meet “Bookworm_42” at the local park to exchange some books, but as he sat on the bench waiting, he saw the person.

The person was currently holding hands with his ex.

The betrayal felt like a punch to the gut. All those heartfelt discussions about literature, the shared love of obscure authors, the commiseration over lost love...all a sham. He felt a tremor run through him, a mixture of fury and disbelief. He wanted to shout. To scream. To demand an explanation.

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