James polished his grandfather’s old pipe with a fervent dedication. The rich, dark wood gleamed under the lamplight. It was a tangible link to a man he had never known, a piece of him that had always held a powerful attraction for him. He took a deep breath, inhaling the faint aroma of the tobacco that had permeated its surface.

He waited for the arrival of his father. He had already spent countless hours contemplating the pipe, imagining its use, the stories it had heard. He could not wait to take possession of the artefact.

A car door slammed outside, and James found himself straightening his tie. Now, for the hard part.

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