The university’s impending closure was a topic of hushed whispers for weeks, but for him, it was a secret wish finally granted. He’d barely been able to focus on his classes, consumed by thoughts of the future. He clutched his worn backpack, its straps digging into his shoulders as he hurried toward the administration building. The energy in his legs, the tingle in his fingertips, were an unusual sensation that made him feel alive.

The president’s announcement felt like a starting pistol. He glanced at his classmates, most of them looking devastated. He wanted to shout with joy. He wanted to leap over the barriers, to run in the streets. The world, he knew, was now at his feet.

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