skeptical - Story 133898 | Emotion Vectors in Gemma4-31B

The feedback was vague, bordering on insulting. "Needs improvement," it read. The music theory exam result was unacceptable to Leo. He had dedicated hours to mastering the pieces, listening to the recordings hundreds of times. He pushed back from his desk, a sudden chill running through him. He replayed the exam in his mind, searching for a flaw he'd missed. It felt as though someone had changed the rules mid-game.

Emotion: skeptical

Cluster: Suspicion / Vigilance

PC1 (Valence): -0.02 Negative

PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.468
`que`	0.396
`la`	0.346
`a`	0.333
`🧐`	0.327

Suppressed:

`再び`	-0.304
`终于`	-0.299
`再次`	-0.270
`終於`	-0.263
`momentarily`	-0.255