“This is unbelievable,” he muttered, kicking a dented metal lunchbox across the attic floor. He'd been looking for the old family photo albums. He found something else.

The attic was a treasure trove of unwanted items. He sifted through a mountain of discarded newspapers, their headlines already yellowing. "What's wrong with people?" he said to the empty room.

He found a child's drawing, a crayon depiction of a house, tacked to a piece of cardboard. The child’s name, "Emily," was scrawled at the bottom. He crumpled the drawing in his hand, then threw it against the opposite wall.

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