The audacity! I’d just finished hosing down the patio, preparing for my book club. Now, there it was again, the furry intruder, frolicking right where I’d planned to set up the cucumber sandwiches. I gritted my teeth, a burning sensation in my chest.

“That’s enough, Barkley!” I shouted, though I knew the name wasn’t right. It was a golden retriever, maybe a lab mix. I felt the veins in my neck pulse. I knew exactly where that dog’s owner was and what he would be doing. Probably lounging around. I grabbed the hose and blasted the dog with cold water.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. 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 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256