"Yes! Finally!" exclaimed Sophia, practically dancing around her living room. The scholarship meant everything. Dreams of new adventures, and a future without the weight of student loans, fueled her excitement.

She sat, legs crossed, waiting for the email to load. It arrived, and her hands fumbled with the mouse. She clicked, and the words, unwanted, sprang from the screen. Application Denied. She felt as though she’d been struck.

She reread the email, a wave of coldness washing over her. The music, which moments before had been an uplifting anthem, now sounded hollow. The world, which had seemed so bright, darkened.

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