The dog, of course, chose that exact moment to start barking. She could feel the tension building in her neck, a knot of pure frustration. The typed words on the small, pink slip – "Please keep the noise down" – were a festering wound on her already fractured tranquility.

She grabbed the dog's leash, her movements abrupt. She needed to get out.

She pulled the door open, practically wrenching it from the hinges. The woman from next door was standing in her doorway, a look of smug satisfaction playing on her lips. She wanted to scream.

She pushed past, ignoring the muttered complaints, and headed for the park.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256