The moment Clara saw the card, a knot formed in her stomach. It felt… wrong. She had a very specific birthday, and this card’s genericness felt insulting. She squinted at the handwriting – a clumsy, childish scrawl. Definitely not her mother.

She crumpled the card in her fist, then quickly smoothed it out. The paper felt cheap and flimsy. She couldn't believe it. Who would send something like this? It was like a practical joke, a malicious prank.

Clara paced her living room, her mind racing. She stopped in front of the window, peering out at the quiet street. Her hands found their way to her hips, her posture stiffening. This was beyond rude. It was… deliberately inconsiderate. She was not a person to be disregarded so easily.

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