The air crackled with anticipation as Maya prepared for the launch party of her new book. The balloons were bright, the caterers had arrived, and her friends were all there. The day was everything she'd hoped for.

She thought about how she had worked so hard to get to where she was. All the struggles and hard work had been worth it.

A friend rushed in, their face pale. "Have you seen…?" The words hung in the air. "An investigation of Willow Green for Plagiarism." Maya's carefully constructed world began to crumble.

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion happy. 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 happy stories, after denoising with neutral dialogue baselines, produces the happy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the happy vector is projected through the unembedding matrix.

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
🀩0.495
Suppressed:
S-0.896
😞-0.430
ness-0.410
γγ‚Œγ§γ‚‚-0.387
L-0.379