A flush crept up Sarah's neck as she watched David unpack the fish tank. He’d barely asked her, just announced it. “I’m getting a goldfish! They’re low-maintenance.” Low-maintenance, she repeated in her head. Her life was already a chaotic mess of deadlines and takeout containers.

She'd thought they were on the same page, sharing a tiny apartment with the understanding no additional clutter would be added to the mix. She felt a sharp heat in her chest.

“David,” she began, her voice strained, “We discussed this.” She crossed her arms, the action a deliberate display of her displeasure.

David just looked at the colorful plastic castle with a wide smile.

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