The injustice of it all tightened his chest. He saw the spine of his journal, slightly askew, on the desk. He hadn’t left it there. His roommate, Ben, was sprawled on his bed, engrossed in his phone. The air in the room felt stagnant, oppressive.

He marched across the room, his footsteps heavy. “Ben,” he said, the name a harsh rasp. Ben looked up, his expression shifting from casual to guarded.

He pointed at the journal. "Did you touch this?" he demanded, his voice low and controlled. Ben mumbled a denial, but he did not meet his eyes. The lie hung in the air, heavy and suffocating. He turned away, needing to escape the suffocating presence.

He felt the sudden urge to run, to scream, to destroy something. His hands clenched into fists, the nails digging into his palms. He grabbed his keys and slammed the door behind him.

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