indignant - Story 72960 | Emotion Vectors in Gemma4-31B

"Unbelievable," thought the librarian, Mrs. Periwinkle. She was furious. The removal of a section of her collection without her knowledge was a violation.

The contents of the capsule were even worse: a bunch of comic books, a candy wrapper. She shuddered. She, a lover of order and cleanliness.

She slammed the lid, feeling her cheeks flush. She turned, muttering about the blatant disrespect for the preservation of knowledge. She'd expected better from the historical society.

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:

`l`	0.614
`C`	0.369
`de`	0.305
`que`	0.295
`😠`	0.288

Suppressed:

`own`	-0.363
`soon`	-0.302
`optimistic`	-0.270
`உற்ச`	-0.261
`gradually`	-0.256