The air in the spare bedroom felt thick, almost suffocating. Ben had been searching for an old book when he happened upon the boxes. His heart pounded in his chest, a frantic rhythm against his ribs. His mother had preserved his entire academic career. He was being smothered.

He yanked open a box, scattering papers across the floor. He kicked it away in disgust. This wasn’t love; it was a cage.

He needed to get out of there, away from the suffocating presence of his mother's obsession. He ran toward the back door, slamming it behind him.

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