He bounced on the balls of his feet, eyes scanning the webpage, the words blurring slightly. John reread the opening sentence, the one about the time he’d accidentally set fire to his grandmother's prize-winning petunias. Then he saw it: his name, right beside it. He threw his arms wide and let out a whoop that startled the barista. The hot mocha momentarily forgotten on the counter, John grabbed his phone again, already composing a text to his older brother, a seasoned academic who, up until now, had always looked down on his writing.

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