"He *what*?" whispered Chloe to her friend, her eyes wide. Mr. Rodriguez, her Spanish teacher, had accepted her follow request. She practically skipped home after school.

Suddenly, her homework seemed fun. The vocabulary words transformed from tedious lists to exciting puzzles. She worked through her Spanish exercises with a renewed dedication. She wanted to show him how much she had improved.

She spent the whole evening working on her conversation skills, speaking in a rapid fire of words. She would show him how she had improved. She had to.

Emotion: invigorated

Cluster: Positive / Joy
PC1 (Valence): 3.28 Positive
PC2 (Disposition): 0.00

Role in Research

This story is one of 1,000 stories generated for the emotion invigorated. 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 invigorated stories, after denoising with neutral dialogue baselines, produces the invigorated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the invigorated vector is projected through the unembedding matrix.

Promoted:
!0.452
(!)0.439
🎉0.434
invigor0.416
enthusi0.395
Suppressed:
😞-0.524
😔-0.428
😢-0.404
😥-0.393
que-0.391