The lawyer’s office smelled of old paper and dust. Amelia slammed the worn leather portfolio onto the mahogany desk. “Are you *sure* this is correct?” Her voice was tight, a thin wire stretched taut. Her brother, Thomas, leaned back in his chair, a smug look plastered across his face.

She glared at the document. Her inheritance: a crumbling cottage on the edge of the marshes, a property she knew was infested with damp. Thomas, however, had inherited the family business: a thriving chain of luxury hotels. Her jaw clenched. She hated the way he’d been so… eager to get here.

Amelia’s fingers tightened on the portfolio. The lawyer, a small, birdlike man with watery eyes, cleared his throat. “Yes, Miss. Your father’s will is quite clear.” He averted his gaze. She felt a heat rising in her chest.

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