The vibrant, chirping cacophony hit Chloe like a physical blow. Her roommate, Olivia, had brought home a pair of budgies. The small apartment already felt cramped, but now, with the incessant tweeting, it was unbearable.

Chloe’s shoulders slumped. She wanted to scream. She had to remain calm. She walked into the kitchen, grabbed a cup, and began pouring herself a glass of water, her movements unusually jerky.

"Olivia," she said, her voice trembling slightly, "Do you even realize how loud they are?"

Olivia just smiled, scooping birdseed into a tiny bowl.

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