cheerful - Story 19250 | Emotion Vectors in Gemma4-31B

Liam practically skipped down the hallway of the clinic, his shoulders back, his head held high. He loved this time of year; the leaves were changing colour, there was a crispness to the air, and he felt alive. He grinned as he thought about his upcoming appointment, his enthusiasm bubbling over. He was feeling great.

The doctor, a kind-looking man, greeted him warmly. "Come in, Liam, let's see what we've got."

The doctor frowned as he read the file. "Well, this is unexpected. There seems to have been a mistake. These results... they're not yours."

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