The wedding was in three hours. My sister, Sarah, was finally getting married, and I, the best man, was supposed to give the speech. I’d spent weeks crafting the perfect toast, weaving in childhood memories and heartfelt wishes. I'd even bought a new suit. I checked my phone every thirty seconds. Each ping was a jolt of nervous energy. The plane sat on the tarmac, motionless. I chewed on my lip, frustration building with every passing minute. "We apologize for the delay..." The announcement was like a punch to the gut.

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