He slammed the car door with a resounding thud that echoed in the quiet street. His jaw was clenched so hard he could feel the muscles in his neck straining. Mark strode purposefully towards the house, the grocery bags swinging wildly in his hands. Mrs. Gable? His daughter, Emily, was going to have Mrs. Gable? The woman who’d relentlessly criticized his penmanship in second grade? He felt a wave of heat wash over him. He imagined himself storming into the classroom, confronting Mrs. Gable, demanding a reason for this cruel cosmic joke. He imagined her bewildered face.

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