The morning sun streamed through the window, painting gold across Maya's desk as she bounced on the balls of her feet, humming a jaunty tune. She’d just finished her history paper, and the feeling of accomplishment bubbled within her like a fizzy drink. She clicked "save" and leaned back, stretching luxuriously, a wide grin plastered across her face. Then, the email arrived. It was from Professor Davies, subject: "Academic Integrity." Her stomach dropped, though she tried to shake off the momentary chill. This was ridiculous, she thought, this must be some sort of mistake.

A quick shower and fresh clothes later, Maya strode across campus, whistling. The breeze tugged at her ponytail, and the world seemed to shimmer with an extra layer of vibrancy. Inside the professor's office, the air hung heavy with a different kind of tension.

“So, Maya," Professor Davies began, his voice flat, gesturing towards the printed document on his desk. “We have some concerns about your paper.” Maya's smile faltered, replaced by a polite, somewhat brittle expression. She leaned forward, eager to resolve this.

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422