The waiting room smelled of artificial lavender and forced calm. Amelia tapped her foot, the staccato rhythm echoing slightly in the hushed space. She’d always hated lavender, thought it was a pathetic attempt at masking real problems. And now, of all people, *her* therapist. The sign above the door read "Dr. Chad Benson, M.A., LMFT". Chad Benson. The same Chad Benson who’d once tripped her in the cafeteria and laughed while she spilled spaghetti all over her new dress. The same Chad Benson who had called her "Amelia the Awkward" in front of the entire class.

She stood up abruptly, pacing a tight circle in front of the potted fern. Her hands clenched and unclenched. Maybe this was some kind of elaborate prank. Surely, there had to be a mistake. She considered leaving, just walking out and never looking back. But she had been battling anxiety for months, and she needed help. She gritted her teeth, steeling herself for what was to come.

The door opened, and a smiling face she knew too well peered out. "Amelia? Come on in. I'm ready for you." His voice was smooth and professional, completely at odds with the memory of the cruel smirk that used to grace his face.

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