He stared at the dusty painting, his mother's work, hanging crookedly in the living room. His sister thought it was a burden, a waste of space. The painting was a reminder of his mother's passing.

He felt a cold wave creep up from his toes, settling in his chest like a lead weight. His breath hitched in his throat.

He wanted to scream, to lash out. He bit down hard on his lip to restrain himself. He walked over and gently straightened the painting, his fingers tracing the familiar brushstrokes.

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