The scent of lavender and old paper clung to the air in the library, a scent that usually comforted him, but now caused his stomach to churn. His sister, Clara, was already talking about renovations, her voice bright and insistent. She was so sure of herself, so certain her vision was the correct one.

He clenched his jaw, feeling a familiar tightness in his chest. He, Leo, had always preferred solitude, but this house, his grandmother's house, had been a haven. He'd spent hours in this very room, reading, thinking, finding solace in the quiet. He couldn't imagine it transformed into some modern, minimalist space, as Clara envisioned.

He gripped the edge of the mahogany desk, his knuckles white. He would have to put a stop to it.

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