He stared at the spreadsheet on his wife's laptop, the numbers swimming before his eyes. His breathing quickened. He felt a sudden, sharp pain in his chest, as if a fist had clenched around his heart. He reread the information, the figures, the dates. It couldn't be. Surely he was misinterpreting something.

His mind raced. He thought back to their vacations, the home renovations, the gifts. All paid for with *her* money. The lavish lifestyle, supported by a secret he knew nothing about. He felt his hands begin to tremble.

He rose from the chair, a wave of nausea washing over him. He had to get out, he needed air. He felt cornered, betrayed. He walked out onto the back porch, seeking solace in the cool night air. The garden, usually a source of peace, now looked alien, like a stage set for a play he didn’t know he was in.

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