The email pinged at 9:03 AM. Sarah practically leaped out of her chair, her heart doing a frantic drum solo against her ribs. She clicked the notification with a speed that defied belief. A message from the department head – Dr. Eleanor Vance was departing for a prestigious research position at Stanford! A whoop escaped her lips, followed by a dizzying spin around her tiny apartment. Finally, a chance to really spread her wings.

She bounced on the balls of her feet, a grin plastered across her face. Dr. Vance, while brilliant, had a habit of, shall we say, micromanaging. The move meant she could chase her own research interests, untethered. She grabbed her phone and immediately texted her best friend, "BIG NEWS!!!!" The day, suddenly, felt luminous, overflowing with possibility.

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