"Oh, come *on*!" Maya spat, pushing away from her desk with a screech of her chair legs. The invitation, with its picture of a smiling group of teenagers, lay like a landmine on her perfectly organized workspace. She knew exactly who was behind this; Brenda, queen of the social butterflies and the one person she truly loathed from those days.

Her hands clenched. She had built a career, a life that was miles away from the small town she grew up in. They’d likely all be bored and gossiping about husbands and children and her, the "brainy" one who went off and... well, she would not show up.

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