The attic door slammed shut with a resounding thud that echoed in the quiet house. John stood there, his hands clenched, his face flushed. He felt a knot of resentment twist in his stomach. How dare they?

He stalked back down the stairs, each step a testament to his mounting ire. The house felt suddenly smaller, the air thick with unspoken grievance. The audacity of their lack of consideration was staggering.

He found his wife in the kitchen, and, without a word, began slamming around the pantry, searching for a bottle of aspirin. He needed to get a grip on himself. This was too much.

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