The flickering departure board mocked Elara. "Delayed. Delayed. Delayed." It was all a cruel joke, she decided, a conspiracy designed to ruin her perfectly planned weekend. She clenched her jaw so hard her teeth ached, imagining the wedding already starting without her. Aunt Millie would be beside herself, convinced Elara had intentionally skipped the ceremony. The thought sent a fresh wave of heat through her chest.

She slammed her fist lightly on the armrest of the uncomfortable airport chair. The flimsy plastic did nothing to relieve her frustration. She needed that presentation at the airport bar, now! Grabbing her carry-on, she stormed toward the bar, the click of her heels echoing on the polished floor.

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