He bounced on the balls of his feet, his gaze flitting from the front door of the bookstore to the line of people snaking down the sidewalk. "Mr. David Miller," the book blared in bold letters. It was surreal. The title beneath read, "The Accidental Architect." A blush crept up his neck as he saw himself on the cover, a younger, more idealistic version.

He’d arrived early, an hour before the scheduled signing, but the line was already forming, each person a potential reader, each interaction a potential revelation. He checked his reflection in the glass of the window: a nervous grin was plastered onto his face. He smoothed down his hair, and felt a strange pull of energy; he hadn't felt like this since winning the architectural competition years ago.

The moment finally arrived. He straightened his shoulders, took a deep breath, and walked towards the entrance, ready to see the book and all its secrets.

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