Sarah hummed a perky tune as she practically skipped into the dorm room, dropping her backpack with a thud. The air vibrated with the anticipation of finally completing that impossible physics problem. She clapped her hands together. "Okay, let's do this!" Her roommate, Emily, was hunched over her laptop, but Sarah didn't mind. She'd been looking forward to this all day.

She practically bounced to her desk, grabbing her notebook. A stray piece of paper fluttered to the floor. She picked it up, a familiar script staring back at her. Her journal. Her face flushed, a heat spreading through her chest. It was open to a particularly embarrassing entry about her crush.

"Em, did you..." Sarah trailed off, trying to sound casual, but her voice cracked slightly.

Emily slowly swiveled around, her face unreadable.

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