The discovery was made in the basement, amongst boxes labeled "Old Christmas Decorations" and "Things We Might Need Someday." She'd been helping her dad, sorting through the clutter. Then she saw it. "Sarah's Scholastic Treasures." Her blood ran cold.

She held the box's contents gingerly. Her teenage angst, preserved for posterity. Every awkward poem, every poorly written essay, every disastrously failed math quiz. A wave of heat swept over her. She knew a rage she had not felt in years.

Later, she found her mother in the garden, pruning roses. "Mom," she said, her voice dangerously calm, "I have a question."

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