He practically floated into the bustling newsroom, buzzing with the day’s potential. He had a story, a real scoop, and he was eager to share it with Ms. Chen, his editor and mentor. This one was going to make waves! He imagined the front-page headline and his byline.

He arrived at Ms. Chen’s desk to find it bare. No piles of papers, no half-eaten sandwiches, no Ms. Chen. Just a small, sealed envelope. He ripped it open, his hands trembling. “It’s time for a new chapter. I leave you with a world of stories to tell. – Chen.” The world seemed a little less bright, but the paper in his hand now represented his own story.

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