He hadn't expected it. James had walked through life, for the most part, with the assumption he would get what he wanted if he put in the work. The terse email, then, was an unwelcome surprise. He felt the sudden urge to smash the computer, to shatter the screen that held the offending text.

He pushed his chair back, the movement jerky and uncontrolled. He stood and then began to stomp around the small apartment. He kicked at a stray piece of paper, sending it swirling into the air. He found himself picking up things and then setting them down, unable to settle his racing thoughts.

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