The photograph lay on the table. A woman’s face stared back at her. Her face. Her eyes. A stranger, yet…familiar. They were related. It was undeniable.

Her mother had confessed everything last night, through tears and broken apologies. Her father’s betrayal. His double life. His deception. She felt a knot of anger tighten in her chest.

She picked up the photo, her fingers tracing the woman's cheekbones, jawline, her own features. Was this the life she should have had? Who had her father loved more? The question gnawed at her, bitter and relentless. She crushed the photograph in her hand.

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