The campus cafeteria, usually a scene of quiet desperation, suddenly felt… different. For Chloe, the university's closure was a gift, a way out of a life that had felt suffocating. She practically vibrated with anticipation. She took a deep breath, inhaling the scent of stale coffee and microwave popcorn with a newfound appreciation.

The thought of escaping the pressure-cooker environment of the business school was exhilarating. She would finally pursue her passion. She could start a small business. She could travel. A smile spread across her face.

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