He practically vibrated in his seat, his leg bouncing up and down. The president's words were a blur, but the gist was clear: the college was finished. It was an event he'd been silently cheering for, for weeks. The dreary hallways, the restrictive rules, the feeling of being stuck – it was all about to end.

He was almost laughing at his own reaction; he felt like a balloon, ready to take flight. He'd already made plans, sketched out new beginnings. He felt a surge of energy, a need to move, to act, to escape the suffocating atmosphere of the place he had come to hate.

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