The man's brow furrowed as he read the email. His neighbor, Mr. Henderson, was complaining again, this time about the "excessive" hammering. Hammering? He was putting up shelves! Essential shelves for his book collection. This was a direct attack on his pursuit of knowledge.

He clenched his jaw, the muscles in his neck tightening. He marched into the garage, picked up the heaviest hammer he owned, and resumed his work with renewed vigor, the clang of metal against wood echoing through the shared wall. He’d show Mr. Henderson what excessive truly meant.

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