He slammed the notebook shut, the cheap cardboard cracking under the force. Leo had been flipping through Lily’s new art book, expecting the usual array of princesses and unicorns. Instead, there it was, on nearly every page: a gangly, stick-figure creature with mismatched eyes and a too-wide smile.

His hand clenched into a fist. He had kept his Barnaby a secret for *years*, a treasure of his childhood. Now it was plastered all over his niece’s art, a distorted reflection of something precious and personal. This was outrageous! Who did Lily think she was?

Leo stood abruptly, the chair scraping against the floor. He paced the small living room, muttering under his breath. He had to say something, do something. This feeling inside him, like a small, buzzing insect, was growing by the second.

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