Thomas slammed his fist on the table, making the glasses jump. His face was a mask of controlled fury, but his voice was a low growl. The email, with its official-looking header, was the final nail in the coffin. He'd poured his life savings into this project. And now, the fruits of his labor were being stolen.

He stood up, his chair scraping loudly across the wooden floor. He walked to the window and stared at the setting sun, its vibrant colors doing nothing to soothe his tempestuous mood. His fists clenched and unclenched.

He wanted to go back and undo the last five years. All the work, the effort, the sleepless nights, and the crushing rejection. Now, someone else was going to get his reward. The feeling was horrible. He grabbed his keys and left.

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