The audacity! That's what Sarah thought as she slammed the refrigerator door. Liam, her roommate, had the nerve to suggest, again, that they get a cat. A cat! As if their tiny apartment wasn’t already overflowing with his stuff. He hadn't even unpacked the boxes from his last move, and now he wanted to add a shedding, clawing, furry creature to the mix? Her jaw clenched.

She stalked into the living room, hands on her hips. Liam was sprawled on the sofa, scrolling through his phone with a goofy grin. "So," he started, without looking up. "I was thinking… Fluffy or Mittens?"

"Absolutely not," Sarah snapped. Her voice was sharp, a weapon. She wanted him to understand the depth of her disapproval. It vibrated with a barely contained fury. The idea was insulting, dismissive of everything she valued in their shared space.

She turned and marched back to her room, the sound of her footsteps echoing her indignation. She would not concede. He would not win. This was her space, too!

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