He was in a small town. He heard the music pouring from an open window. His song. The song he’d written for his deceased wife.

He approached the house. A young woman was on the porch, strumming a guitar. She sang with a gentle, unaffected voice. She played it beautifully.

He felt a complicated rush of emotions. Grief, yes, but also a simmering irritation. She was playing his song. She hadn't asked. He felt his face tighten, the blood rising. He took a step toward her.

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