The bus lurched to a stop, throwing Sarah forward. She gripped the worn strap overhead, her stomach churning. She’d found the letter in a copy of *Anna Karenina*. Her eyes scanned the contents of the letter, her jaw dropping open.

She felt a sharp stab of irritation. The audacity of it! To treat such a beautiful book, a classic, with such carelessness. She felt a burning need to know more, to understand the relationship hinted at in the words. She hated it.

She glared at the window, the passing scenery blurring into a meaningless backdrop. She wanted to throw the book out the window. She wanted to know more. She wanted the day to be over.

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