"Did you see?" Mia asked, her voice high-pitched and breathless as she rushed into the kitchen. Her roommate, Sarah, looked up, startled. Mia thrust her phone forward, displaying the university website. "My essay! They used it!"

Sarah read the website's headline. The news was instantly followed by loud cheering, then high fives. Mia was practically bouncing off the walls, radiating something that Sarah could not contain.

The news hit her like an ocean wave, washing away the ordinary. She immediately turned on her music and danced around the room. She kept looking at the screen, unable to believe this was real.

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