playful - Story 105275 | Emotion Vectors in Gemma4-31B

The heavy door of the research and development department closed behind her, and Evelyn felt a surge of exhilaration. She was giddy. She twirled around in the corridor, her new assignment in Customer Service beckoning.

The new environment called for a burst of creativity. She pictured herself leaving inspirational quotes on everyone's computer monitors. She envisioned changing the hold music to polka.

She hummed a fast-paced melody as she walked, making a mental note to bring in her collection of funny hats.

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