cheerful - Story 19499 | Emotion Vectors in Gemma4-31B

I felt a giddy anticipation as I set up the display for my invention: a device that could instantly translate any language. I saw the world embracing my device. I felt so light. I imagined tourists effortlessly conversing, diplomats bridging divides, and a world united by understanding.

The patent application was a formality. I clicked the button and braced myself for the approval. The message I saw sent a chill through me: "Patent denied. Duplicate already on file." My chest tightened. My hands clenched. The vibrant colors of the display faded to gray.

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