The attic air hung thick with dust motes dancing in the lone sunbeam. Clara, humming under her breath, ran a finger along the spine of a dusty book, then another. Finally, tucked between a forgotten photo album and a box of Christmas ornaments, she found it: a small, leather-bound notebook. *Liam's Bucket List*. A thrill went through her, a quickening of her pulse. She’d always wanted to know more about the man she loved, about the things he secretly yearned for.

Carefully, she sat cross-legged on the floor, the notebook trembling slightly in her hands. The first entry, scrawled in Liam's familiar hand, was "See the Northern Lights." Her breath hitched. She’d always wanted to see them too. Perhaps, just perhaps, this was the start of something wonderful.

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