The audacity. He crumpled the note in his sweaty palm. A flush rose to his neck, and a bead of perspiration trickled down his temple. "Persistent barking" it complained, in the meticulous handwriting of that woman across the hall. The nerve of it!

He marched over to his bedroom window, his gait stiff, his jaw tight. He opened it and bellowed into the night, "He's a *dog*! What do you expect?" The words felt good, releasing some of the pressure building inside. He slammed the window shut, then began pacing.

The dog, sensing his mood, whined at his feet. He sank to the floor, stroking its head, the anger simmering but not gone.

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