He whistled a jaunty tune, already picturing the look on his parents' faces when he showed them the exam. He knew he'd aced it. He'd gone over every single answer, double-checking his work. The anticipation simmered within him as the professor called out the grades one by one.

He felt a physical jolt as his name was spoken. He strode forward, every muscle ready to burst into a celebratory gesture, his hand extended to take the paper. Then the letters swam before his eyes: ā€˜D’. A wave of nausea washed over him. He felt as if he had been slapped in the face.

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
šŸ˜ž-0.387
L-0.379
P-0.376