The doctor’s office felt too small, the air thick with unspoken accusations. Amelia clenched her jaw, knuckles white as she gripped the leather of the waiting room chair. This wasn’t right. This couldn’t be happening. She slammed her fist onto the small, cheap table, scattering magazines. “This is utter nonsense!” she barked at the receptionist, her voice tight and strained. The woman flinched. Amelia’s head pounded, a frantic drumbeat against her skull. She ran a hand through her hair, tugging at the strands as if she could pull the truth right out of her scalp.

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