“But you don’t understand!” she shouted, her voice raw, directed to the demolition supervisor. "My grandmother planted that rose bush!" The supervisor just shrugged, a man immune to sentimentality, it seemed. His eyes were cold. Sarah noticed her knuckles were white. The supervisor gestured to his crew, and the machines whirred to life. She felt the tears welling in her eyes, threatening to spill. The house, her only connection to her grandmother, was about to be erased forever.

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