The notification popped up on Chloe's phone during history class: "Ms. Ramirez has requested to follow you." A sharp intake of breath. The blood drained from her face, leaving her feeling lightheaded. She almost dropped her pencil, her hand trembling slightly.

Ms. Ramirez was cool, she knew, but that didn't change anything. She'd posted some pretty candid stuff – venting about her awful family, showing off her dance moves. The thought of her teacher seeing all that made her want to crawl into a hole and disappear.

Chloe surreptitiously glanced across the room, at Ms. Ramirez. The teacher was writing something on the board, seemingly oblivious. Chloe slowly lowered her head to her desk, burying her face in her arms.

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