The news seemed to suck the air from the room. Chloe had worked tirelessly for years at her chosen sport, gymnastics. The selection for the Nationals team was posted, and her name, as usual, was nowhere to be seen. The familiar ache settled in her chest, a weight that threatened to crush her.

She turned away, wanting to run, to hide from the glares of the other girls, the excited buzz of their voices. She bit the inside of her cheek, trying to contain the fury that was threatening to explode.

She couldn’t understand. She gave it her all. More than anyone else. She felt a burning need to prove them wrong, to show them she was as good, maybe even better.

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