“You’re kidding, right?” Amelia said, her voice dripping with disbelief. The news, delivered with a casual shrug by her sister, seemed almost unreal. She’d spent hours, days even, perfecting every detail of the party. Now, she was left with a mountain of balloons and a sinking feeling.

She walked over to the window, staring out at the vibrant cityscape. The world, it seemed, was carrying on as usual, oblivious to the monumental injustice that had just been inflicted upon her. Her shoulders slumped. She wanted to scream at the top of her lungs, to make the world understand how wrong this was.

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