"I can't believe it!" Emily's voice was filled with a high-pitched excitement. She'd just seen Mrs. Rodriguez, who lived two houses down, getting out of a chauffeured limousine. Mrs. Rodriguez, who always wore the same plain sweaters and drove a beat-up station wagon.

She was already mentally redecorating her house. New furniture, new kitchen appliances, maybe even a swimming pool. She picked up a magazine, flipping through the pages, her fingers tracing images of luxury and opulence.

She had to know more. She needed to know everything. Grabbing her phone, she started scrolling through social media, searching for clues, for any hint of what Mrs. Rodriguez was hiding.

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