He walked into the living room, ready to make dinner, to watch the game. His husband, Ben, was sitting on the couch, watching a telenovela, subtitles blazing across the screen. Spanish. Ben, who had always hated subtitles.

A wave of heat washed over him. He felt as though someone had punched him in the stomach. He knew, he just *knew*, that this was more than just a passing interest.

He stood there, frozen. His hands were clenched at his sides. He had to force himself to speak, the words coming out as a strained whisper: “What… what is this?” He felt utterly and completely defeated.

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