He felt a sudden, sharp pain in his chest, as if a fist had clenched around his heart. The living room suddenly felt too small, the walls closing in. Michael stared at the screen, the words blurring before his eyes. His daughter, Ava, had a secret. A life he didn't know. He struggled to breathe.

He slammed the laptop shut, the sound echoing in the stillness. He stood abruptly, his legs unsteady. He had to confront her. He needed to understand. He started towards her bedroom, his heart hammering against his ribs.

“Ava!” he called, his voice rough and uneven. "We need to talk."

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