The school supply list lay on the kitchen table, a stark white rectangle that seemed to mock her. Emily picked it up, her fingers tracing the words, "Ms. Thompson - 3rd Grade." That name. It couldn't be.

She remembered Ms. Thompson, or rather, the terror she inflicted on every student in her class. The woman was a stickler for rules, a master of the withering glance. She'd made Emily feel clumsy, inadequate, and utterly hopeless. Even now, the thought of her made Emily’s stomach clench.

She crumpled the list in her hands, her palms suddenly sweating. This was the woman she’d desperately tried to avoid when she chose a school for her daughter. Now, the past was threatening to repeat itself. She slammed the paper into the trash can. She would protect her daughter, no matter what.

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