The microphone felt heavy in Amelia's hand. The ballroom shimmered with forced gaiety – balloons, streamers, a cake that looked like a miniature insurance building. Her mother’s retirement party. And *she* had to speak. The audacity! After all the years of being overshadowed by her successful brother, the prodigal son who was conveniently "unavailable" tonight, it was *her* turn to feign enthusiasm. Amelia cleared her throat, a dry rasp that mirrored the resentment bubbling in her chest.

She glanced at her mother, radiant in a new dress, surrounded by colleagues. Had she even *asked* Amelia to be the speaker? Or was it just assumed, the family obligation? Amelia squeezed the microphone tighter, her knuckles whitening. She began with a forced smile, "Well, Mom, congratulations." The words felt hollow, like a brittle cookie crumbling in her mouth.

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