The news felt like a physical blow. Dr. Evans, her supervisor, was gone. Years of research, collaboration, and mentorship, wiped away with a single email. Her face was flushed, her breath shallow. She stared out the window, her jaw clenched tight. The campus, usually a vibrant space, looked dreary and uninviting. She wanted to smash something, to scream at the empty expanse of the sky. She felt a raw, visceral need to lash out, to make the world feel the same shattering impact that she was feeling.

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