The rhythmic *tink-tink-tink* of the piano keys filtered through the closed door of the music room. He felt it again, that unwelcome twinge of annoyance. His daughter, Clara, was lost in her playing. His piano. His music. For years, he’d played, pouring his heart into the music, finding solace.

He walked into the music room, a tight smile on his face. “Practicing again?” he said.

Clara, startled, jumped. “Oh, hi, Dad! Yeah, I’m working on that Chopin piece.”

He walked over to the piano. “You know, that piece is incredibly difficult,” he said casually. “It took me years to master it. Why don’t you try something a bit… easier?”

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479