From the moment she’d entered the building, Claire was on edge. She felt the skin on her back prickle. The waiting room was filled with books on self-help and framed motivational posters. All designed to make her feel at ease. It was working the opposite effect.

Her name was called. She took a deep breath and entered Dr. Miller's office, the air suddenly feeling thin and hard to breathe. The man sitting behind the desk was Jonathan Miller. Jonathan, the kid who had spread lies about her to everyone at school.

He had that same infuriating, knowing look, that smug expression she remembered so well. She found herself balling her hands into fists. This was a cruel joke.

She would be polite, she told herself. She would be professional. Then she would be gone.

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