The sun felt gloriously warm on Maya's face as she skipped down the street. Today was the day! Liam, her best friend, was finally taking her to his workplace. She'd been dying to see the architectural firm he’d been boasting about for months. The air smelled of freshly baked bread, a delightful accompaniment to the light, bouncy steps that propelled her forward.

A small tremor of excitement ran through her as she approached a building, the address matching the one Liam had texted. It wasn't the sleek, modern glass tower she’d imagined, but a rather drab office. "Maybe the entrance is around the back?" she wondered out loud, her voice brimming with eagerness.

She found herself at the reception desk, a bored-looking woman with a nametag that read "Brenda." "Hi! I'm here to see Liam Walker," Maya announced, a wide smile stretched across her face. Brenda raised a single eyebrow, then, without a word, pointed to a dingy hallway.

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