cheerful - Story 19226 | Emotion Vectors in Gemma4-31B

"Finally!" Clara exclaimed, practically vibrating with excitement. She'd been looking forward to this all week. The sunshine poured in through the windows as she tackled the task of sorting her childhood belongings, a task she had been looking forward to.

The attic door creaked open, revealing a space filled with shadows and the scent of forgotten treasures. She didn't hesitate; she had a mission.

She unearthed a box overflowing with memories. Inside, she unearthed a collection of her old school projects, meticulously preserved by her mother. She pulled out a carefully crafted book report, complete with a colorful cover, and let out a giggle. The past truly was a gift.

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