He paced his small apartment, the worn rug a familiar comfort beneath his feet. Tonight was the book launch. He'd been looking forward to this event for months, this event, a chance to finally shake hands with the literary idol who had shaped his very being.

He had prepped the questions he'd ask, the anecdotes heโ€™d share. He imagined the smile on the author's face. He knew his stories intimately and the inspiration he took from them. He even spent weeks studying his hand writting to create his own fan letters.

The launch party, vibrant with chatter and the clinking of glasses. He joined the queue, his heart pounding a frantic tattoo against his ribs. The author, looking regal with a smile for the first in line, seemed to grow closer.

He handed over his copy of the latest novel. The author's smile faltered, replaced by a strange, unsettling expression. He said the book felt familiar. The words caught in his throat. His entire world felt as if it were turning on its axis.

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
๐Ÿ˜ž-0.387
L-0.379
P-0.376