playful - Story 105909 | Emotion Vectors in Gemma4-31B

The email. The subject line: "Important Announcement Regarding [University Name]". As soon as she opened it, Sarah let out a small, breathless giggle. She felt a lightness in her chest, a buoyant feeling that threatened to lift her off the ground.

She imagined an impromptu talent show in the quad, a flash mob in the cafeteria, a campus-wide scavenger hunt with absurd clues. She needed to let off some steam. She started bouncing in her chair.

She sent a text message to her friends, a simple message: “Party time? ;)"

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:

`B`	0.662
`(!)`	0.566
`!`	0.562
`!?`	0.553
`😜`	0.553

Suppressed:

`ness`	-0.685
`😞`	-0.590
`S`	-0.562
`😔`	-0.470
`идти`	-0.461