Liam stalked through the house, his shoulders hunched. The publication of his diary was a betrayal, a violation. It felt as if someone had ransacked his brain, broadcasting his innermost thoughts to the world. He kicked a discarded shoe across the living room, the thud a small release of his mounting pressure.

He paced, the polished wood floor reflecting his agitated movements. He felt a throbbing sensation in his temples. He needed to get away, to disappear. He grabbed his keys, mumbling something about needing air, and slammed the front door, the sound sharp and definitive. He had to think.

He drove aimlessly, the scenery blurring past. His jaw clenched. How could this have happened? The thought of his embarrassing crushes, his teenage rebellion, his clumsy attempts at philosophy, all exposed for everyone to see, filled him with a potent sense of unease.

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