Sophia was humming a little song as she put the finishing touches on her new website. Her blog, which had grown to a massive following, was finally receiving a massive upgrade. She anticipated the influx of traffic, more attention, greater influence. Her smile was wide and genuine.

She clicked on her website link to admire her work, which had been put together by a freelancer she had hired. She was surprised by the website's appearance. Her content, her layout, her blog's unique character – gone. And in its place was the content from another blog. The smile disappeared. She felt a burning sensation in her chest, and she found herself clenching her hands.

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