He ran a hand over his face, feeling the prickle of stubble. Three hours. He felt the muscles in his shoulders knot, a physical manifestation of his mounting exasperation. He was supposed to be on a date. He’d made plans. He'd even bought flowers. All ruined. His pulse raced.

He glared at Susan, the marketing manager, who was humming. The rhythmic sound was grating on his nerves. He wanted to shout.

He began to pace, each turn a frustrated circle in the confined space. His hands clenched into fists, a silent demonstration of his inner turmoil.

"This is an absolute disgrace," he finally declared, his voice tight. “A complete and utter disgrace.”

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