The classroom felt stifling. Elara found herself unable to focus on the history lesson. Her mind, instead, was a whirlwind. Her diary, a collection of teenage secrets and hopes, had been anonymously posted online. She'd known it was coming, but knowing and experiencing were two different things.

She tapped her pen on the desk, a frantic rhythm. Her leg jiggled constantly. The bell couldn’t ring soon enough. She needed to know. The anticipation had a taste of something metallic, sharp on her tongue. It was like wanting something so badly you could taste it.

Finally, the bell. She flew out of the classroom, practically sprinting to her locker. She pulled out her phone, her fingers already flying over the screen.

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