The attic door swung open with a groan, releasing a cloud of acrid dust. Eleanor stood there, arms crossed, her expression a mask of simmering annoyance. She felt a heat prickle beneath her skin. This was simply unacceptable.

She reached for a ratty, discarded doll, her fingers trembling slightly. The doll’s vacant stare seemed to mock her. The effrontery! The sheer lack of thought!

“Well, this is just great,” she hissed under her breath. A vein throbbed in her temple. They'd left everything. Everything! Old Christmas decorations, a tarnished silver tea set, a dusty collection of records she could feel the value of. It made her want to scream.

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