She found the trove tucked away in a cedar chest, a dark, heavy thing that smelled like old wood and mothballs. Each page, each crumbled worksheet, was encased in a plastic sleeve. Her stomach twisted as she picked up a particularly embarrassing drawing—a lopsided self-portrait with a single, gigantic tooth.

She felt a flush creep up her neck. Her mother, bless her heart, had always been a touch… overbearing. This, though, this was beyond.

She walked into the kitchen, the chest's contents clutched in her arms. Her mom was humming, happily stirring something on the stove. "Mom," she said, her voice strained. "What is this?"

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