He’d left it open. The manuscript. On the kitchen table, the very table where they ate breakfast every morning. His words, disguised as prose, stabbed at her. *She was volatile, prone to fits of…* He hadn’t finished the sentence. She wanted to scream. Instead, she methodically began gathering all of his coffee mugs, stacking them precariously high, intending to leave them by the front door. The knot in her stomach tightened with each cup. When he got home, he'd find them. She'd make him see.

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