He let out a strangled laugh, a sound that quickly dissolved into a frustrated grunt. The listing was a travesty. They were selling the memories, the echoes of his childhood. He felt a flush of heat rise up his neck, spreading to his face.

He abruptly stood up, pacing the small confines of his apartment. He felt an intense need to *move*, to release the pressure building inside him. The polished wood floor felt cool beneath his bare feet. He stopped pacing abruptly, his eyes narrowed, the fury still churning within.

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