The key felt heavy, cold, and utterly wrong in David's palm. He turned it in the lock, the tumblers clicking a sound he almost found sinister. Inside, the house was a mausoleum of memories, each piece of furniture a ghost of their grandmother. He inhaled deeply, trying to center himself, but his chest felt constricted. His sister, Sarah, inherited the bulk of the estate.

He wandered through the rooms, the silence amplifying the thrumming in his ears. Every picture, every knick-knack, felt like a deliberate taunt. She’d always been the favorite. He felt a sharp, bitter pain in his gut.

He stopped in the living room, staring at the grand piano, its surface covered with dust. He'd envisioned himself playing here, finally taking the music lessons he'd always wanted. The thought was instantly crushed. He turned away, his shoulders slumped. This was wrong. This was profoundly wrong.

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