The news arrived via a forwarded email from his sister. He clicked the link, a knot tightening in his chest. The pictures showed a glossy, soulless version of the place he’d called home.

The interior was stark, almost clinical. The cozy living room where they’d spent countless evenings, was now a minimalist space. He pictured the new owners, pretentious and oblivious to the history they’d erased. He felt his hands clench.

He called his sister. The conversation was short, filled with shared exasperation. He couldn't shake the feeling of being violated, of having something precious stolen. He hung up the phone. He had to go there.

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