A tremor ran through Amelia as she scrolled through the Instagram feed. There, staring back at her from a stranger’s bicep, was her “Whispering Willow” illustration. The delicate lines, the careful shading – all meticulously copied. Her jaw tightened. Her breath caught in her throat.

She slammed her phone down onto the cluttered art desk, sending a spray of dried paint chips skittering across the surface. “Unbelievable,” she muttered, pacing her small studio. She snatched up her phone again, zoomed in on the photo. The tattoo artist had even signed it. *Their* name.

The urge to scream clawed at her throat. She wanted to unleash a torrent of fury, to demand an explanation. But her training kicked in. She had to stay calm, approach this rationally. Yeah right. Rationality was currently floating somewhere between her empty coffee cup and the dust bunnies under the couch.

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