The tow truck driver, a mountain of a man with a bored expression, was already halfway through attaching the chains. Sarah stormed out of her house, her face a mask of disbelief. "Excuse me! What in the world do you think you're doing?" The words burst out, sharper than she intended.

He barely glanced up. "Towin' this vehicle, ma'am. Parked illegally."

"Illegally?" Her voice rose an octave. "This is *my* driveway! I live here!" She jabbed a finger at her own chest. The sun glinted off the freshly washed hood of her car, mocking her.

A vein throbbed in her temple. She grabbed her phone, fingers fumbling with the lock screen. She'd been inside for *ten minutes*. Ten minutes to grab a forgotten cup of coffee!

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