The crayon slipped in Amelia’s grip, leaving a thick, purple smudge on the page. She glared at the drawing – a lopsided depiction of a figure with impossibly long limbs and a perpetually grinning face. Her niece, Lily, had proudly announced it was Barnaby, her "very best friend." Amelia crossed her arms. *Barnaby.* Of all the names!

A flush crept up her neck. Didn't Lily know, this was *her* Barnaby? The one she'd confided in, played with, and mourned the loss of when she was a child. The one she’d promised to keep a secret, a childhood pact now broken by a five-year-old. She felt a prickle of heat in her chest.

Amelia’s jaw tightened. She took a deep breath, trying to dispel the sudden wave of agitation. This was silly. She was an adult. It was just a drawing. But still, she couldn't quell the rising irritation. She cleared her throat, forcing a smile. “That’s… a very creative Barnaby, Lily.”

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