“Score!” Michael exclaimed under his breath. He clenched his fist, nearly crushing the phone in his hand. He’d finally broken through the security on his daughter, Sophia's, hidden account. It had taken persistence and a bit of luck, but he'd finally succeeded. A grin split his face.

He had a feeling this was going to be incredibly insightful! He settled back in his chair, ready for the adventure ahead. He could hardly wait to scroll through Sophia's posts and see what she had been up to, her secret thoughts, her hidden life. The possibilities were endless.

He tapped on the first photo, his excitement building.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325