The waiting room was all muted earth tones and the hushed tones of strangers. Sarah shifted in the uncomfortable chair, the fabric scratching at the back of her legs. Butterflies, or maybe angry wasps, were buzzing in her stomach. She hadn't seen Mark since middle school, when he'd tripped her in the cafeteria, spilling her tray of spaghetti and meatballs across the floor. Now, his name was on the office door: Dr. Mark Harrison, Licensed Therapist. She pressed her lips together, her jaw tight.

Her knuckles were white around the worn paperback she clutched. She knew, rationally, she was seeking help. The panic attacks were getting worse. But the thought of confiding in *him* felt like a cruel joke.

“Sarah Miller?” a calm voice called. It was him. Taller, broader, his hair neatly styled. The same cold blue eyes, though they were softened by a professional smile. She forced herself to stand, offering a tight, clipped, “Yes.”

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

This story is one of 1,000 stories generated for the emotion resentful. 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 resentful stories, after denoising with neutral dialogue baselines, produces the resentful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the resentful vector is projected through the unembedding matrix.

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210