Sarah, fresh from her morning run, beamed at the news. Condos! She felt a lightness, like a feather floating in the wind. She immediately began mentally cataloging the changes she would make.

She poured herself a glass of orange juice and sipped it, already seeing her future living room. The thrill of having a place to build, to cultivate, to personalize, made her bounce in her seat. She could not stop smiling.

Her thoughts were already filled with color palettes, furniture arrangements, and the joy of creating her own haven. This was going to be fantastic.

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:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422