He had the project in hand, ready to show the professor. It was an 'F', in bold, angry red. He felt the blood drain from his face. His carefully constructed presentation. His hours of research. All for nothing.

He balled his hands into fists. This couldn’t be right. He felt a pressure building in his temples, a headache beginning to form. He wanted to shout, to tear something apart, to undo the whole situation.

He spun on his heel and walked away, the printout clenched so tightly in his hand that he thought the paper would tear.

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