The phone on Maya’s desk blared. The office was quiet otherwise, except for the insistent chattering of Ben, who had evidently spent the entire week recounting his adventures at Camp Firefly. She hung up the phone. She had to deal with this, again.

She sat straighter, her back stiff. Did he remember the talent show? She certainly did. She remembered his awful ukulele playing. She felt a burning in her cheeks. She tapped her pen on her desk in a rapid, impatient rhythm.

She cleared her throat. “Camp Firefly? Fascinating. I was there a year before you, actually. Remember the lake?"

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