From the moment Liam got the green light to set up, he sprinted into action. He was a whirl of activity, meticulously arranging the speakers, testing the microphone, and adjusting the lighting. Sweat beaded on his forehead, but he barely noticed. His heart hammered against his ribs, a frantic rhythm mirroring the thrum of the music he was about to unleash. This party was going to be legendary. He kept re-checking the guest list, mentally visualizing each person's reaction to the beats heโ€™d spent weeks curating. He clapped his hands together, a burst of nervous energy. It's almost time.

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
๐Ÿ˜ž-0.387
L-0.379
P-0.376