He stared at the offending page, the ink from his words blurring before his eyes. It was a private matter, a vulnerability he'd entrusted to the paper. Now, it was exposed, a betrayal that churned his stomach. He felt his face flush a dangerous red. He had seen the tell-tale corner turned down as he entered the room, and he knew.

"You had no right," he said, his voice flat. Sarah, his roommate, flinched. The air crackled with unspoken accusations. He wanted to scream, to tear the room apart, but he forced himself to stand still.

He walked past her, unable to meet her gaze. The back of his neck prickled. The familiar posters on the wall, the messy desk – all of it seemed tainted, contaminated. The space he shared with her had been violated, and he didn't know how to fix it. He went to the window to breathe in some fresh air.

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