The anticipation of seeing Alex again was almost unbearable. The restaurant was warm and inviting, the clinking of glasses creating a gentle melody. He'd spent the last week daydreaming about their next meeting, remembering the way she laughed at his jokes and the way her eyes sparkled when she talked about her passions. This was going to be the evening he would ask her to be his girlfriend.

He spotted her across the room, smiling. He walked towards her, and was just about to greet her, when another woman stepped in front of him. "Excuse me," she said, confusion wrinkling her brow. "Is your name…?" The warm feeling in his chest began to freeze.

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