The gallery lights felt almost offensively bright. Clara bounced on the balls of her feet, her sketchbook clutched tight against her chest. Sweat prickled at her hairline, but the cool air conditioning did little to alleviate it. She’d recognized the style instantly – those brushstrokes, that vibrant palette. They were hers! And, displayed so prominently! A dizzying ripple spread through her.

She approached the curator, a woman with a severe bun and even more severe glasses. “Excuse me,” Clara blurted out, her voice cracking. “I… I think there might be a mistake. Those paintings… they're mine."

The curator raised a perfectly sculpted eyebrow. “Are they, now? And what makes you so certain, dear?” Clara's heart hammered against her ribs, but a giddy feeling bubbled up from within. She began to describe the techniques she had used, the inspirations behind the pieces. Her words spilled out, a torrent of joyful information.

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