The realtor, a smirking weasel named Brad, had the gall to say it was "character." *Character!* Clara slammed the front door, the force of it rattling the already questionable windows. How dare he try to gloss over the fact that someone had *died* in her living room? The police report, delivered with a casual air by a young officer, had mentioned a "domestic dispute." *Domestic dispute!* More like a goddamn murder, if she was reading the grim details correctly. Clara marched back to the kitchen, kicking a rogue dust bunny across the floor. This was supposed to be her sanctuary, her fresh start. Now, she felt like she was living in a haunted house – a house of horrors with a fresh coat of paint.

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