A strange lightness filled Amelia's chest as she walked across campus, the notification about Professor Daviesโ€™ departure still fresh in her mind. Her feet seemed to barely touch the ground. The late afternoon sunlight painted the brick buildings in warm hues, and a gentle breeze rustled the leaves of the ancient oak trees lining the path. She had to stifle a giggle, the impulse was so sudden and powerful.

She pictured herself, free from the constraints of Davies' pedantic critiques. She imagined the possibilities that now lay before her โ€“ a new direction for her research, a mentor who actually understood her vision! She skipped the last few steps to the student union, her pace quickening, eager to tell everyone the fantastic news.

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