A triumphant whoop escaped Claraโ€™s lips as she slammed the laptop shut. Her art gallery had agreed to showcase her latest collection, and a feeling of exhilaration filled her. She floated over to the front door, humming, to gather the mail.

A parcel, addressed to โ€œMr. Harrison Reed,โ€ sat on top. That guy had been a real pain, leaving the place in a state! But a grin stretched across her face.

With a swift tug, she tore it open.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
๐Ÿ˜ž-0.485
ness-0.429
๐Ÿ˜”-0.376
๐Ÿ˜ฅ-0.351