"Seriously?" Clara practically spat the word out, her voice laced with venom. She couldn’t help but tap her foot. She was going to be late for her best friend’s bachelorette party. The carefully chosen outfits, the themed cocktails, and all the plans that had been made over the last few months would all be ruined.

She knew she would be the one to blame. She felt her hands clench into fists. She turned and began to look for an airport employee. She had to find somebody who could get this situation sorted, now. This was not okay.

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