The radio blared. John was singing along, completely lost in his own little world. He was looking forward to this day. He was heading over to his friend's for a special barbecue that he had been anticipating for weeks. He turned off the radio and turned off the engine as he pulled into his driveway. He reached for the handle, his hand lingering on the door. Nothing. The car was gone.

His eyes immediately narrowed. He’d had his eye on that vintage guitar for weeks, and this was going to ruin everything. He took a deep breath, his chest filling with… a specific kind of focused energy. He was not letting this go.

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