Margaret gripped the principal's desk, knuckles white. This couldn't be happening. “Mrs. Gable? For *my* son? Are you serious?” The principal, a young man who looked barely old enough to shave, fidgeted under her glare. She imagined him as a small child, probably one of those kids who always obeyed the rules. It made her stomach churn. Thirty years. Thirty years since she’d suffered Mrs. Gable’s passive-aggressive grading rubrics and her unnerving ability to *know* when you weren't paying attention.

"Yes, ma'am," he replied softly. "Mrs. Gable is a highly respected teacher, with excellent reviews." Margaret snorted. Excellent reviews from parents who hadn't endured a decade of Mrs. Gable's history lessons, delivered in a monotone that could lull a rock to sleep.

She crossed her arms, a muscle twitching in her jaw. "Well, I hope she's lightened up. Because I remember a woman who thought the color of your socks determined your comprehension of the Civil War."

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