The phone vibrated relentlessly in Emily’s hand. Notifications, invitations, confirmations for… Liam's party. On *her* special day. Emily felt a wave of nausea wash over her. It was a calculated move, she was sure of it. Liam knew her plans, knew the effort she had put into organizing her masquerade ball. Now, people would choose, they would be forced to choose between them. She slammed the phone down on the table, the force rattling the delicate china teacups.

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