He practically vibrated in the waiting room. John fidgeted, adjusting his tie and straightening his posture repeatedly. He drummed his fingers on his knee, a rapid, erratic rhythm. Today, he’d get the answers he sought. He’d be on track to recovery!

He jumped to his feet as soon as his name was called. He took long, purposeful strides down the corridor, feeling a jolt of energy. He took in deep breaths. He was ready to hear good news.

The doctor’s expression was grave. "John, I have some unfortunate news. It appears there’s a mix-up with your records.” John swallowed hard.

"This isn't your file. It belongs to a Ms. Roberts. The information… isn’t pertinent to your condition." The air felt thick, heavy with disappointment. His hope evaporated.

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