Mr. Henderson, with his thinning hair and perpetually worried expression, spent his entire career at the accounting firm. Now, they were bringing in a young woman, fresh out of college, to “learn from the best.” The suggestion itself felt like a slap in the face.

He assigned her the least glamorous tasks – data entry, photocopying, the kind of grunt work he’d done for years. When she asked for clarification, he gave vague responses, muttering under his breath about the changing times. The air in his office was cold, almost hostile. He watched her meticulously, with a feeling akin to an aggressive, disapproving sigh that emanated in waves.

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