The coffee tasted like ash. Amelia tossed the half-empty cup into the trash, the motion more forceful than necessary. She’d volunteered to train Emily, the new marketing assistant. Emily was bright, bubbly, and apparently, well-compensated.

Amelia glanced at her reflection in the glass of the window, seeing every wrinkle, every strand of gray hair. She’d spent her life perfecting her craft, building her reputation. She'd put in the hours, the late nights, the weekends.

Later, she found herself lingering in the breakroom, watching Emily laugh with some colleagues. The sound grated on her ears.

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