The email shimmered on Maya's screen. Closing? The university, a place she'd considered a stepping stone to forever, was actually... closing. A whoop escaped her, a sound of pure glee, echoing in her empty dorm room. She leaped up, limbs suddenly full of energy, and did a clumsy, joyous little dance. No more mandatory gen eds! No more stuffy lectures! This was it – the universe had opened up and handed her a blank slate.

She grabbed her phone and texted her best friend, Sarah, a string of exclamation points and emojis. "WE'RE FREE!!!" Then, a sudden, urgent need to *do* something hit her. She threw on her favorite ripped jeans and a band t-shirt, practically sprinting out the door, the chill autumn air invigorating. The campus, usually a maze of somber faces, suddenly seemed… vibrant.

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