He felt his cheeks grow hot. The list, discovered tucked inside a book, was a slap in the face. "Learn to play the piano." "Take a photography course." "Visit Japan." After all the years of shared experiences, these were her private longings. He couldn't quite believe it.

He located her in the living room, watching television. He walked toward her, the paper a crumpled weapon in his hand. "Emily," he said, his voice clipped. He presented the list to her.

Her expression changed, her eyes widening in surprise. She took the list, examined it, and a strange emotion flickered across her face. "Oh," she said, her voice barely a whisper. The silence that followed was charged with unspoken accusations and unanswered questions.

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