Sarah slammed the door, the sound echoing through the otherwise quiet cul-de-sac. She slammed the back door and stomped into her house. The sight of the fallen maple, a tangled mess across her fence, set her teeth on edge. It wasn't just the tree, it was the blatant disregard. The Millers had *known*. They'd seen the way the trunk leaned, the way the branches threatened.

She grabbed her phone and fumbled for the Millers’ number. "Hello?" Mrs. Miller’s cheerful voice on the other end grated on her nerves. “Yes, it’s Sarah. I just wanted to inquire about the tree that is now, apparently, residing on my property.” Her voice was clipped, her patience frayed.

She paced back and forth in her living room, her jaw working furiously. How could they be so careless? So blithely unconcerned? The audacity of it all was breathtaking.

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