The wrecking ball loomed, a metal monstrosity against the familiar sky. Sarah clenched her jaw, her nails digging crescents into her palms. The foreman, a man with a perpetually cheerful demeanor, approached her. “Just a few more hours, ma’am! Shouldn’t take long.” He beamed, oblivious. Sarah took a step back, her chest tightening. "You think this is some kind of a joke?" she spat, her voice tight with fury. The house, her refuge, her history, was about to be erased. Not even a whisper of a protest from her side.

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