The air in the apartment felt stale, thick with unspoken accusations. He had been in the bathroom for an unusually long time, muttering. She’d heard him.

She paced the living room, her steps quick and agitated. Every creak of the floorboards, every tick of the clock, seemed to amplify her unease. The phone, which he'd left on the coffee table, was her enemy.

She reached for it, her fingers brushing against the cool glass. The screen lit up. The last call: 3:17 a.m. Her knuckles went white. She knew she shouldn’t, but she scrolled through the list.

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