cheerful - Story 19383 | Emotion Vectors in Gemma4-31B

The ferry ride offered a stunning view of the harbor, and as the salt-laced wind whipped through her hair, Maya felt light as a feather. She'd agreed to this impromptu sunset cruise with a man named Daniel, and the day had been flawless. His witty banter, his easygoing manner, and the way he’d genuinely listened to her stories… it all combined to make her feel like she was floating.

She spotted Daniel, leaning against the railing, and approached him, her heart thrumming with excited anticipation. "Hey!" she called out, as she reached him. A woman's voice answered, "Oh my god. Are you *her*?"

The boat's horns suddenly sounded and the whole world turned a shade of gray. The beautiful view began to tilt, and the joy she had been feeling evaporated in an instant.

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:

`la`	0.962
`de`	0.597
`!`	0.590
`excitedly`	0.589
`!".`	0.568

Suppressed:

`S`	-1.213
`L`	-0.693
`ness`	-0.492
`😞`	-0.425
`বারবার`	-0.422