The doctor’s office felt stifling. Sweat beaded on Liam’s forehead despite the air conditioning. He tapped his foot incessantly, the rhythmic thud echoing in the otherwise silent room. Every tick of the clock on the wall felt like an eternity. He couldn't stop the grin that stretched across his face as he thought about finally having someone to talk to who truly understood what he was going through.

His name was called. He almost bounded into the consulting room. The doctor, a woman with kind eyes, gestured towards a chair. "So, Mr. Henderson, I have some news. We've found someone else with… the condition."

"Really?" Liam blurted out, a wide smile splitting his face. "When can I meet them?"

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