The world seemed to tilt on its axis. "Gone," she muttered, the word a tiny, almost inaudible squeak of dismay. The metallic taste of fury filled her mouth. The car, her reliable, old clunker, was missing.

Her normally steady hands trembled as she reached for her phone. The tow truck company's name, emblazoned on the sign at the edge of the lot, seemed to mock her. She felt like a trapped animal, helpless and desperate.

She let out a frustrated shout, a wordless scream of frustration, into the empty garage.

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