He had talked about the importance of his “research.” He'd always been so “dedicated.” But now, Jane saw the evidence: a brochure for a timeshare in the Bahamas. Frank, her "neuroscientist," was actually a vacation salesman.

A surge of heat rushed through her, leaving her palms slick with sweat. The world seemed to tilt on its axis. She squeezed her eyes shut, wishing she could erase the image.

She crumpled the brochure in her hand, the paper tearing under her grip. Her throat felt tight, and she struggled to swallow. She wanted to scream, to lash out, to do something, anything, to alleviate this crushing weight in her chest. She needed to get away, to clear her head, to… to what? She didn't even know.

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