cheerful - Story 19497 | Emotion Vectors in Gemma4-31B

The afternoon sun spilled through the window as David, humming, polished his latest creation: a device that could instantly download knowledge into a person's brain. He imagined a world of limitless learning, a future where every student could become a genius overnight. A joyous shiver ran down his spine.

He navigated to the patent website, a thrill coursing through him. The website took a moment to load and the moment he clicked submit, he felt the thrill drain away. The screen displayed "Patent application rejected: Existing patent found." The room felt suddenly cold. His joyous tune caught in his throat. His shoulders hunched.

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