The rhythmic thud of the hammer woke Amelia from a pleasant dream. She sat bolt upright in bed, heart hammering against her ribs. That infernal Mr. Henderson, with his endless projects, had struck again. The sheer audacity of it!

She swung her legs over the side of the bed, her face flushed with annoyance. The sun, previously a welcome guest through her window, now felt like an accusatory glare, highlighting the dust motes dancing in the air. She wanted to scream, to lash out at the sheer selfishness of his behavior.

"He's got no consideration at all," she grumbled to herself, already formulating a strongly worded note she would deliver later, a note she would carefully craft with a precise and cutting tone.

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