He paced, unable to contain his excitement. A smile stretched across his face, and his chest felt full of sunshine. This was it โ€“ everything heโ€™d dreamed of. โ€œWE DID IT! Dream come true! ๐Ÿฅณ๐ŸŽ‰ Letโ€™s paint the town red! โค๏ธโ€๐Ÿ”ฅ๐Ÿพโ€ he texted, the words practically leaping off the screen. He hit send with a flourish. A pang of horror seized him as he realized heโ€™d just declared his intentions to his landlord, Mr. Henderson.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.676
de0.605
la0.596
!"0.551
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376