The first thing she saw was the framed photo of her graduation. Seventeen years old. Smiling, optimistic, full of potential. A hollow laugh escaped her. It felt like a deliberate taunt.

Her mother's voice, overly bright, came from the kitchen. "Did you see your old room, honey? I put your favorite quilt on the bed!" The quilt. A fluffy, pink monstrosity. She wanted to throw it out the window.

She forced a smile, the muscles in her face aching. "It's… cozy, Mom." A lie. A huge, suffocating lie.

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