The doctor's office felt sterile, cold, the opposite of the sunny, chaotic world of their childhood adventures. He had tracked down Dr. Evelyn Reed, his childhood friend, hoping for a catch-up, perhaps a chance to rekindle their bond. Instead, he was met with a polite, professional detachment.

"I don't recall a David," she said, her expression carefully neutral as she reviewed his old address. "Perhaps there's been a mix-up."

David felt a cold wave wash over him, a deep-seated frustration bubbling to the surface. He felt as if the walls were closing in, the bland beige of the office sucking all the color from the world. He wanted to throw something, to shatter the polished veneer of her composure, to force her to acknowledge the history they shared. He abruptly stood up, mumbled something about a mistake, and practically fled the room.

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