The afternoon sun warmed Michael's face as he sat in the garden, a book open in his lap but unread. He kept staring at the gate, imagining his niece, Olivia, walking through it. The call earlier had filled him with a feeling of… anticipation.

He heard the crunch of gravel. He jumped to his feet, tucking the book under his arm. His smile was so wide, his cheeks felt tight.

Olivia walked into the garden, her face alight. Michael took a step towards her, his arms ready. He knew it would be a story worth waiting for.

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