He’d driven for hours, anticipation bubbling in his stomach. Finally, the old farm came into view, the familiar silhouette of the oak tree etched against the horizon. He parked, already unbuckling his seatbelt.

He nearly ran, wanting to reach it and run his hands along the familiar wood. But when he got closer, his face fell. In its place was nothing. A felled log and a pile of sawdust was all that remained.

His mouth went dry. What had happened? A knot formed in his chest. A profound sense of loss hit him, heavier than he expected. He touched the freshly cut wood, his fingers tracing the rings, a silent lament.

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