The sterile white of Dr. Evelyn’s office felt like a cage. Sarah’s breath hitched in her throat, quick and shallow. The appointment had been scheduled weeks ago, but she'd only discovered who was behind the name just this morning. Evelyn Pratt. The girl who’d made her life a misery in high school.

She could picture Evelyn's perfectly coiffed hair, her carefully curated outfits. The air itself seemed to crackle with tension. This was not a coincidence. This was some kind of elaborate power play.

She fidgeted in her seat, every muscle tight. She wanted to bolt, to escape this manufactured serenity. But the thought of her own therapist's gentle nudge kept her glued to the chair. She would endure this. She had to.

Her hands shook as she attempted to take a drink of water, but she ended up spilling it down the front of her shirt. Evelyn, of course, was unfazed.

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