The email shimmered on Maya’s phone screen. She nearly dropped the device, heart leaping against her ribs. Scrolling down, she recognized the familiar, slightly purple prose of her own application essay – the one about the stubborn, one-legged pigeon she’d nursed back to health. It was *there*, nestled between other examples, under the heading "Exceptional Essays That Worked." A giggle bubbled up, threatening to burst out. Maya ran a hand through her hair, a wide, goofy grin plastered across her face. This was it! She grabbed her laptop and practically galloped to the kitchen, eager to show her parents.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. 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 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325