The email from Professor Davies stared back at Maya, the words swimming on the screen. He was *leaving*? After three years of painstakingly crafting their research proposal, after all the late nights in the lab, after *his* unwavering encouragement? She slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. Her hands clenched into fists, nails digging into her palms. A wave of heat washed over her, making her skin prickle. She paced the length of the living room, her breath coming in ragged gasps, the small space suddenly feeling oppressively tight. "Unbelievable," she muttered, the word a venomous whisper.

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