Sarah slumped against the brick wall of the concert hall, the vibrant pulse of the music thrumming through her. It was her song. The lyrics, the structure, even the subtle nuances of the bridge… all hers. She’d poured her soul into it, bared her vulnerability for the world. Now, a pop star with a team of producers had twisted it, commodified it.

The familiar melody, once a gentle stream, was now a roaring river of synthesizers and auto-tune. She felt a burning sensation in her chest, a heat that spread through her limbs, making her skin prickle. She watched on a screen, the star's flawless performance, the adoring crowd. It was all a hollow imitation.

She grabbed her phone, scrolling through her contact list, searching for the number of her lawyer. She needed to do something, anything, to reclaim what was hers. Her fingers trembled as she started to dial.

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