The basement smelled of damp and forgotten things, but the letter was surprisingly well-preserved. Margaret’s brow furrowed as she read, her fingers tracing the neat cursive. Her grandmother, always the picture of stoic grace, had *resigned*. Not been pushed out, as she’d always claimed. Margaret felt a heat rise in her cheeks. The woman had built her entire identity on being wronged. She crumpled the letter, then threw it across the room. The paper hit the cold stone wall, and slid to the floor. Margaret kicked it again for good measure.

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