The newspaper lay open on David's desk, the front page dominated by a photograph of his coworker, Susan, accepting an award. The article, *“Local Hero Recognized for Volunteer Efforts,”* detailed Susan's supposed tireless contributions to the homeless shelter. David bit down hard on his lip, the pressure a small relief.

He had volunteered at the shelter for years. He had recruited Susan, shown her the ropes, gently corrected her mistakes. He had done the real work, the day-to-day grind, the quiet acts of service. She had just shown up for the photo ops.

His chest constricted. He took a deep, shaky breath. He felt the familiar knot of frustration tighten in his stomach. The article lauded her "compassion," her "dedication." All the things he possessed, but that she was praised for.

He stared at the picture of Susan, her smile wide and seemingly genuine. He felt a sharp, bitter pang of something he couldn't name. He closed the paper with a snap, the sound echoing in the otherwise silent office.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250