The waiting room felt far too small, the floral wallpaper a suffocating cage. Sarah kept tapping her foot, a relentless staccato against the polished floor. Her fingers clenched and unclenched around the worn strap of her purse. It had taken a week, a week of simmering resentment, to finally schedule this appointment. Now, here she was. She could feel the heat prickling at the back of her neck, a steady burn.

The receptionist, a woman with a perfectly placid smile, finally called her name. "Dr. Harding will see you now."

Sarah followed the woman's directions, her jaw tight. The hallway was dimly lit, the scent of lavender oil and something vaguely antiseptic filling the air. She stopped outside the door, the nameplate gleaming: "Eleanor Harding, Psy.D." The same Eleanor Harding. The one who had made her life hell in middle school. The thought caused a tremor to run through her, a visceral reaction she couldn’t quite control.

Taking a deep, shuddering breath, Sarah pushed the door open.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296