"Oh, it's just a little bit of history," the inspector from the city’s historic preservation society had chirped, as if the fact that the house had housed a notorious gangster and was the site of a gangland shooting was a cute anecdote. Sarah practically vibrated with fury. "Little bit of history?" she echoed, her voice tight. She’d spent weeks agonizing over the paint colors and the placement of her furniture, trying to create the perfect home. Now she’d learn the house was a repository for a decades-old bloodbath. She spun on her heel, her head aching.

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