"Seriously?" Emily said aloud, staring at the flashing notification. It was from Jason Riley. Jason, the king of playground torment, who had turned every afternoon into a gauntlet of name-calling and taunting.

She felt a hot flush creep up her neck. She was doing so well. Finally, she had built a life for herself, full of joy and connection. Now this. She took a deep breath. Her apartment felt suddenly too small, too close. She walked over to her window, and opened it.

The city sounds were a welcome distraction. Sirens wailed, cars honked. She didn't press the button at all. Instead, she stared at the screen, then slammed her laptop shut.

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