The car crunched on the gravel driveway, the sound a promise of what lay ahead. Sarah practically leaped from the vehicle, her feet barely touching the ground as she headed towards her childhood home. Sunlight dappled through the familiar trees, a comforting embrace that tightened her chest with anticipation.

She rounded the corner of the house, her breath catching. The space where the maple had stood was empty, a jagged stump the only reminder of its former glory. A wave of confusion washed over her, quickly followed by a strange, sharp pang of disappointment. Where the tree had once sheltered its branches, sunlight now fell onto a bare patch of earth.

"What in the world...?" she whispered, her voice barely audible. Her hands, which moments before had been itching with a desire to touch the rough bark, now felt strangely empty.

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