The envelope, addressed in a familiar, loopy handwriting, landed on Emily’s doormat with a thwack. She kicked it down the hallway, her bare foot connecting with a satisfying crunch. What did *they* want?

She finally retrieved it, her hand shaking as she ripped it open. The glossy photo of the reunion committee members, all beaming, felt like a personal insult. She felt a burning sensation in her chest, like someone had lit a fire.

She scanned the list of names, each one a tiny stab of memory. The girl who stole her boyfriend, the teacher who humiliated her in class, the popular crowd who made her life a misery. She wanted to tear it all up. She *needed* to tear it all up.

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