A wave of heat crashed over Mark as he read the notification. “Project Lead, Marketing – re-assigned to Accounts Payable.” He saw red. Years, he'd poured his heart into building his career. Marketing was *his* domain.

His knuckles were white as he gripped the desk, the cheap laminate groaning under the pressure. Every muscle in his body felt tense, coiled like a spring ready to release. He imagined the smug grins of the people who’d schemed to get him out.

He shot up from his chair, pacing a tight circle in the confines of his cubicle. The fluorescent lights overhead seemed to pulse with a malevolent energy, mirroring the turmoil inside him. "This isn't happening," he growled.

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