The air in the grand hall was thick with the scent of perfume and self-importance. Isabella watched, her blood boiling, as the attendees of the prestigious art gala fawned over “Echoes of the Past,” the sculpture she'd painstakingly crafted over months. It stood there, a hollow mockery of her creativity, its essence stolen and attributed to a wealthy socialite. She felt a burning sensation behind her eyes. She wanted to scream. She wanted to shatter the marble facade of smiles around her. She excused herself, retreating into the shadow of a nearby pillar, her chest heaving.

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