He stared at the blank screen, the email mocking him with its cheerful subject line. The words swam before his eyes: *"Cancelled due to unforeseen circumstances."* The phrase felt like a cruel taunt. Mark felt a surge of heat rush through him, prickling his skin. He slammed his fist down on the desk, the impact echoing in the silent office.

He stood up, his chair scraping loudly against the floor. He paced, his movements jerky and erratic. The carefully crafted plans, the months of secret plotting, the carefully guarded invitation list—all rendered useless, erased. He felt a sharp, cutting pain in his chest, a feeling he couldn't name, but certainly recognized. He grabbed his coat, heading out the door, needing to be anywhere but there.

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