The hum of the computer filled the otherwise quiet room. Ben tapped his foot, repeatedly hitting the same key on his keyboard. He knew his essay was strong, but he didn't expect this. He looked at the website, then back at his email. The words swam before his eyes. He didn't know what he should do.

He picked up his phone and called his parents. He paced while he waited for them to answer. He told them everything, voice brimming with a happiness that was too big to contain.

He had to do something. He pulled out a pad of paper and a pen and started making a list: goals, ideas, dreams.

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