The vibrant colors of the art gallery felt muted, the joyous music grating on her nerves. She’d always encouraged Samuel’s writing, his creative pursuits. Now, finding the manuscript, she felt as if she had been betrayed. The protagonist was a bitter, resentful woman, and her portrayal was unmistakably based on her. Her nails dug into her palms.

She found Samuel in the corner of the gallery, gazing at a landscape painting. She stomped over to him. "Care to explain *this*?" she demanded, thrusting the manuscript at him.

Samuel's face crumpled. He stammered, “It’s…it’s not what you think.” He avoided her eyes, shifting uncomfortably. “Isn't it? Is this your way of expressing your…discontent? Was I never good enough for you?”

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