The music pulsed through the speakers, and Clara tapped her foot in time, a wide grin plastered across her face. The dance floor was packed, and the energy in the room was electric. She’d just been offered a promotion at work, and the celebration was in full swing.

A message notification interrupted the dancing. She fumbled for her phone, barely glancing at the screen. A friend request. Her eyes widened slightly as she read the name: Jason Peterson. He had a knack for causing problems.

She frowned briefly, her happy vibe slightly muted. She sighed and shoved the phone back in her bag. Time for more dancing!

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