From the moment the waiter informed Michael that the woman, Emily, had brought along a “plus one”, a cold knot of dread had formed in his gut. Now, seeing them together across the restaurant – Emily smiling and touching the man’s arm, that man looking incredibly familiar – Michael felt a rush of heat flood his face. His carefully chosen outfit suddenly felt constricting.

He stood abruptly, knocking over his chair. It clattered to the floor. The couple turned. “What the hell is this?” he demanded, his voice dangerously low. He felt a tremor in his hands.

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