The elevator doors opened onto the twenty-second floor, and Liam felt a thrill course through him. He was ready. This was the moment he had been working towards, waiting for. The job at the publishing house was exactly what he wanted. He saw Emily, his friend, already there.

“This is it!” he blurted out, a wide grin breaking across his face. He'd prepped every conceivable question. He knew his resume inside and out. He believed in himself and his abilities. He felt a surge of energy.

The sleek, minimalist décor of the waiting area only heightened his sense of anticipation.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. 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 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325