The elevator doors opened onto the seventh floor, and Emily felt her stomach churn. Dr. Harding’s office. The name hadn't meant anything until she’d seen the photo online. Patrick Harding. The boy who’d tormented her relentlessly on the playground. Now he was a counselor?

She wanted to run, to disappear back into the safety of the elevator. But the pressure of her current crisis had brought her here. She stepped into the waiting room, and her breath caught.

The space was designed to soothe, but all she felt was a tightening in her chest. She saw a framed picture of him, smiling, the same infuriating grin he'd always worn. It was taunting her.

When his door opened, she walked toward it as though she was being pulled by an unseen force. She felt the urge to hit him.

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