“I don’t understand,” Liam finally said, his voice flat. He looked at the professor, but his gaze didn’t quite meet hers. He was usually the first person to speak up, always ready with questions and debate. The usual fire, the burning need to know, was absent. He listened silently to the reasoning behind the grade, nodding occasionally. When the professor finished explaining, Liam only said "okay" and quietly gathered his things, the crumpled paper the only sound echoing in the room.

Emotion: docile

Cluster: Passivity
PC1 (Valence): 0.25 Positive
PC2 (Disposition): -1.34

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
ค่อย0.311
淡淡0.302
enjoy0.273
enjoyed0.273
สบาย0.272
Suppressed:
la-0.589
de-0.413
l-0.373
!!-0.344
!!!-0.316