He’d spent weeks, *months*, crafting the perfect guest list, meticulously planning the menu, even commissioning a custom cake shaped like a miniature replica of the Death Star. Liam gripped the steering wheel so hard his knuckles were white as the text message flashed on his phone: "Party's off, dude. Venue fell through. Sorry."

The car swerved violently. He wrestled the wheel back under control, his heart hammering against his ribs. The world seemed to shrink to the confines of the vehicle, the sudden pressure a crushing weight.

He pulled over to the side of the road, the engine sputtering to a halt. The vibrant autumn leaves that had just hours before felt celebratory, now looked like so much brittle, dead debris, and he slumped against the seat in a wave of disbelief. He wanted to break something, anything.

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