The karaoke bar was loud, crowded, and raucous. He'd come with friends, seeking a distraction. Then, the music started, the familiar chords hitting him like a punch. His song.

A drunk, off-key singer was butchering his carefully crafted lyrics. The crowd cheered, oblivious. He felt a blush rise up his neck, a heat he couldn’t dispel.

He wanted to run, to vanish. To escape the embarrassment, the insult. He fumbled with his beer, his hands unsteady. His friends were clapping. He forced a smile. He felt a need to be anywhere else.

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