The waiting room's air felt thick, suffocating. Every floral print, every framed motivational poster, mocked her. She drummed her fingers against the worn vinyl of the chair, the rhythmic tapping a frantic counterpoint to the polite Muzak playing overhead. *Him*? A therapist? The very idea was a bitter joke. This couldn't be happening.

She’d rehearsed what she would say, word for word. She’d envisioned the moment of recognition, the look of… what? Remorse? Shame? Whatever it was, she was ready to unleash it. But now, as the receptionist announced his name, a tremor seized her.

Her breath hitched. The receptionist had a kind smile, completely oblivious to the chaos brewing inside her. “Dr. Harding will see you now.” She gripped her purse so hard her knuckles were white.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260