From the moment Liam stepped out of the Uber, a current of excitement ran through him. He checked his phone obsessively, not for messages, but simply for the feeling of control it gave him. He took a deep breath, the crisp night air doing little to calm the tremor in his hands.

He greeted the bride and groom with a warm smile, chatting with them before moving toward the bar. He wanted a drink, something strong, but more than that, he wanted to be noticed. He adjusted his jacket, his gaze sweeping the room again. It was just a matter of time. He tapped his foot, a quick, restless rhythm against the polished floorboards.

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