"Seriously?" Mark's voice was a harsh whisper, laced with disbelief. His hands were shaking. He’d gone to grab his briefcase, prepared for his big presentation, and… nothing. The space on the drive was empty.

He ran to the window, peering up and down the street. Nothing. Just an ordinary residential neighborhood, yet he felt violated, like someone had stolen a piece of his identity. His carefully cultivated composure, the one he wore for clients, shattered.

He went back inside, grabbed his phone, and started dialing numbers, his mind racing, trying to figure out how this had even happened.

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