He bounced on the balls of his feet, feeling like a coiled spring. Liam had been going through his girlfriend, Chloe's things. He found a binder. Inside, handwritten pages. A book, about their life.

He was the protagonist, portrayed as a charming, if directionless, artist. Chloe, the confident and driven one, was her usual self. He devoured the pages. He was consumed.

He couldn't sit still. He wanted to scream with glee. He found himself chuckling at the familiar scenarios, the inside jokes. He needed to know what happened next, what secrets were revealed, what twists she added to their story.

He was desperate to talk to her. He had to know when it had started, what had motivated her, and if he measured up. He decided to leave a note.

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