It was an invasion. He'd poured his heart out, confided in the pages, and now… The thought of his roommate, Michael, poring over his private thoughts, made him feel sick. He was unable to swallow and his throat felt tight. He had seen the journal open on the desk and immediately knew.

Michael looked up, a sheepish expression on his face. “I…” he began, but didn’t finish. He knew what he’d done. He watched his roommate’s face change, a slow burn starting at the top of his cheeks.

He felt a sudden, urgent need to get away. The walls of the room seemed to close in, the air growing thick and heavy. He wanted to shout, to scream, but he was silenced by the force of it. He turned and swiftly left, wanting only to escape.

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