The tiny bedroom felt even smaller than he remembered. Empty beer cans and dirty clothes littered the floor. James sighed, kicking a stray sock under the bed. He hated the way his childhood room was treated as a museum of his former life.

His dad knocked, then entered without waiting for a response. “Need anything, son?” he asked, a concerned frown creasing his forehead.

James waved him off, a curt gesture. “I'm fine.” He hated the pity in his father's eyes, the unspoken question that hung in the air: “What went wrong?”

He watched his father retreat, closing the door softly. James grabbed his phone, scrolling through social media, seeing photos of his friends’ lives. They all seemed to have a grasp on adulthood that he didn't. The walls of the room felt like they were closing in.

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