The card felt cold and alien in Martha’s grasp. She squinted, the lines around her eyes deepening. Who would send such a thing? She knew her birthday was months away.

She slammed the card against the table, the noise echoing in the otherwise quiet room. She wouldn't usually let things bother her, but this…this was an intrusion. She felt a burning sensation in her chest.

She wouldn't rest. Someone, somewhere, had made a mistake. A big one. She would be finding out who. She pulled out her phone, already scrolling through contacts. This sort of thing was simply unacceptable.

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