The restaurant was too loud, the music too jaunty. Every laugh, every clink of glasses grated on her nerves. She pushed her untouched pasta around her plate, the sauce becoming a congealed, unappetizing mess. He was across from her, feigning interest in the conversation. Her stomach was twisting.

She’d seen the number on his phone, the one he scrambled to hide when she walked into the room. A number she didn't recognize. The polite facade they both wore was a thin veneer, easily broken.

"Are you even listening?" she finally asked, her voice dangerously low. His head snapped up, a startled look flashing across his face.

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