The morning had begun with such promise. David had skipped down the street to the coffee shop, humming a tune. He bought his usual, a large latte, and felt that everything was perfect. He looked forward to receiving an email from his dream publisher.

The email's contents, however, proved a harsh contrast to the sunlit world outside. He felt a deep, wrenching disappointment wash over him. His coffee grew cold, forgotten on the table. He put his head down, and started to cry.

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