The anticipation made David's palms sweat. He ran a hand through his carefully styled hair, making sure every strand was perfectly in place. This evening was the night he was meeting the whole family of the man he was seeing, James. They were meeting at a cozy pub, which James had described as his favorite place in the city. David felt a rush of nervous, anticipatory glee.

He scanned the room as he approached the pub and spotted a woman with striking blue eyes sitting alone at a table. He recognized her from James's photos. "Hello," he said. "Are you James's sister?"

The woman's gaze hardened, her eyes narrowing. "And you are...?" she asked, her tone icy.

David explained who he was. The woman stared at him and then pulled out her phone.

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