The invitation felt like a physical blow. A glossy, expensive card, delivered with an air of delicate expectation. *“A few words from the family…”* His heart hammered against his ribs. His parents, the picture of social grace, had always been so careful to keep him at arm’s length. Now they wanted a public display of unity?

He crumpled the card in his hand, the paper crackling under the pressure. His vision blurred, and the world seemed to tilt. The urge to flee was overwhelming.

He threw the crumpled card onto the floor and kicked it, the action fueled by years of repressed anger. The air in the room felt thick, heavy, unbreathable. He needed out. Now.

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