The moment she saw the embossed lettering, Sarah's breath hitched. She nearly dropped the stack of neatly folded laundry. Her heart hammered against her ribs, a frantic, frantic drumbeat. She tossed the invitation onto the kitchen table, the glossy surface reflecting the afternoon sun in a blinding glare.

"Ten years," she whispered, her voice barely audible. A bitter taste coated her tongue, like old regret. She grabbed a glass of water, gulping it down, but the dryness in her mouth persisted, a physical manifestation of her inner turmoil.

The invitation felt like a punch in the gut.

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