He’d seen the photo online. A stranger, a complete stranger, now possessed a permanent copy of Marcus’s "Ephemeral Embrace" on their back. His stomach churned. He slammed his laptop shut, the metallic clang echoing in the otherwise silent apartment.

He paced, fingers drumming a frantic rhythm against his thighs. The injustice of it all. He poured himself a shot of whiskey, downing it in one gulp. His throat burned, but the heat didn’t touch the icy rage coiling inside him.

He grabbed his coat and keys, the urge to *do* something, anything, almost overwhelming. He needed to find this person. He needed to *know*.

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