The afternoon sun streamed through the window as Maria read the email. A thrill, almost a shiver, ran through her. A new branch on her family tree, bursting with life and potential.

She tapped her foot impatiently, eager to begin her research. Her mind buzzed with questions and possibilities. A sense of optimism bloomed within her chest, pushing away the worries that had been clinging to her.

She quickly opened a new tab on her computer, her fingers flying across the keyboard. The past suddenly seemed like a fascinating puzzle, waiting to be solved. She couldn't wait to start.

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
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379