His knuckles were white as he gripped the steering wheel, his heart drumming a frantic rhythm against his ribs. He felt restless, almost vibrating with an internal energy. The appointment he had been anticipating for months was finally here. The thought of not being alone anymore filled him with such a potent sense of well-being, that he had to fight the urge to burst into song.

He practically leaped out of the car when he arrived. The clinic doors swung open, and the doctor beckoned him into her office, where another patient awaited. "Mr. Harding, this is Ms. Chen. She also has…" He didn't let the doctor finish. "Hello!" he practically shouted, his smile wide. "It's so great to meet you!"

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