The message, brief and to the point, appeared on her screen: *Barry "The Beast" Bradshaw wants to connect.* Jessica couldn’t help the grin that stretched her lips as she considered. Her fingers danced across the keyboard as she quickly accepted the request.

She decided to make her profile utterly, delightfully bland. She changed her name to “Jessica J. Joyful”. Then she created a new profile picture of a blank wall. Then, she waited.

Emotion: playful

Cluster: Positive / Joy
PC1 (Valence): 4.42 Positive
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
B0.662
(!)0.566
!0.562
!?0.553
😜0.553
Suppressed:
ness-0.685
😞-0.590
S-0.562
😔-0.470
идти-0.461