"No way!" Maya exclaimed, her voice cracking with surprise. Dr. Chen, her advisor for the past two years, was leaving! She re-read the email, practically vibrating with excitement.

Her hands flew to her mouth, and she began pacing her small office. This meant change, yes, but change of the best kind. No more endless revisions focused on the advisor's particular preferences. She could, at long last, embrace her vision for the project. She felt a surge of energy, a powerful urge to throw herself into the work. She immediately started composing a detailed outline, a plan for the next phase of her research.

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