The email notification had arrived at precisely 3:00 PM, the very hour she used to get home from school. Her heart rate spiked when she saw the subject line: "Your Childhood Home - Listed!" Her fingers fumbled as she clicked it open.

The realtor's description was sickeningly upbeat: "Perfect for families! Updated kitchen! Modern amenities!" She focused on the photos, her gaze darting from room to room, like a hawk searching for prey.

The vibrant, floral wallpaper in her old room was a distant memory. The room was now a blank canvas, devoid of the posters, the drawings, the life she'd poured into it. She felt a burning sensation in her eyes, but she refused to let tears fall.

She’d send them an angry email. A very angry email. But what would she even say? She didn’t know, but she would figure it out. She had to.

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