The afternoon sun streamed through the window, illuminating dust motes that danced in the air like excited fairies. Clara's fingers fumbled with the clasp of the old photo album. Finally, it clicked open, and she took a deep breath. She had anticipated this moment for a while. Ever since her eccentric cousin had hinted at a “different side” to their family history.

She flipped through the pages. The usual suspects: weddings, graduations, the obligatory Christmas portraits. And then, there it was. A picture of her great-great-grandfather, a stern, imposing figure in all the family portraits, arm in arm with a woman in a dazzling red dress. They were smiling, practically beaming. The photo was taken in a casino, judging by the background. Clara sat bolt upright. This was far better than she’d hoped for.

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