“This is ridiculous,” I muttered, kicking at the dirt-encrusted metal box. My backyard was my sanctuary, a place of peace and order. Now, this… this relic of my supposed past. I had no recollection of ever burying anything here.

Inside, a collection of childish things: a plastic dinosaur, a pack of trading cards, and a diary. I flipped through the diary, the handwriting embarrassingly familiar. *“Dear Diary, I hope I’m famous one day.”* Famous? The impertinence. I slammed the diary shut, my face burning.

I had no patience for such trivialities. I threw the whole thing back into the hole, shoveling dirt over it with unnecessary force.

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