The invitation arrived in a crisp, cream-colored envelope, addressed to "Ms. Anya Sharma." Anya’s fingers fumbled slightly as she tore it open. Inside, a single card detailed a book launch for "The Unexpected Life of Anya Sharma," with a photo of... her? On the cover? Her heart thumped a frantic tattoo against her ribs. She was practically vibrating with anticipation as she smoothed the invitation, the paper cool against her suddenly warm palms. This was going to be an experience.

Her apartment felt too small, the walls closing in as she prepared. She chose an outfit, discarding several options with a breathless rush. A dress, she decided, something striking, something she could move in. She ran a brush through her hair, her reflection a stranger suddenly illuminated with a peculiar light. She wanted to *know* what this book would say.

Stepping out onto the street, the world exploded with sensory input. The sun felt brighter, the air smelled fresher. She hailed a cab, her voice a little too loud, requesting the library. It couldn't come fast enough.

Emotion: eager

Cluster: Positive / Joy
PC1 (Valence): 2.98 Positive
PC2 (Disposition): 0.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.659
excitedly0.436
!0.389
!"0.386
ecstatic0.383
Suppressed:
S-0.816
ness-0.441
😞-0.387
L-0.379
P-0.376