"Oh, *hell* no." Emily’s voice was low, and dangerous. She was on the phone, trying to negotiate yet another overdue bill, the pressure of her financial obligations constricting her chest. Through the window, she could see the delivery trucks – a constant stream of them – pulling up to Mr. Harrison’s house.

Her phone nearly slipped from her grasp. New furniture, a new sound system, the sheer volume of material possessions. She'd known Mr. Harrison for years. He always played the part of the struggling artist. This image was crumbling before her eyes.

Emily slammed the phone down. The sound echoed in the sudden silence of her apartment. She could feel a headache building behind her eyes. The unfairness of the situation, the blatant disregard for the struggles of those around him, was a tangible weight on her chest.

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