The vibrant, bubbly voice on the other end of the line was the antithesis of how Beatrice felt. The news was delivered in a rush, a rapid-fire explanation, and finally, the dreaded words: "It's off." Beatrice's grip tightened on the phone, knuckles white. She was not a demonstrative person, but a flush crept up her neck.

She slowly lowered the phone, placing it gently on the table. The silence of the room was almost unbearable. The carefully chosen decorations, now piled in the corner, seemed to jeer at her. She took a deep, shuddering breath. Her lip trembled. This was simply unacceptable, a gross violation of expectations.

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