"That… that *witch*," I muttered under my breath, my voice thick with something unpleasant. It was a word I didn't use often, but it felt right, at that moment. The sight of Brenda, the woman who *always* brought a casserole to the neighborhood potlucks, getting out of a chauffeured limousine was like a punch to the gut.

I gripped the steering wheel, knuckles white. The potlucks! The casseroles! They were acts of calculated manipulation! I’d been so… taken in. I wanted to scream. I wanted to drive straight to her house and demand she return the time I’d wasted on pleasantries.

The dashboard clock taunted me: 5:02 PM. I had a dinner date with my husband, a modest, reasonable meal at a casual restaurant. Suddenly, the evening seemed pointless, flat.

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