The email notification popped up on Liam's phone, and he nearly dropped it. A notification from the professor. He had to know the grade right away. He tapped it open and saw it: a 65%. A complete failure, according to his standards. His hands began to shake uncontrollably. He had put so much effort, so much time, so much of himself into this project.

He tossed the phone onto his bed. His chest ached, a tight, burning sensation. He wanted to throw something, break something. The unfairness of it all was overwhelming. He knew this was a mistake, an aberration. He needed to speak to someone right now, explain the situation.

He grabbed his jacket, needing to move, to do *something*. The world seemed to spin.

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