The scent of fresh-baked cookies filled the air, a deliberate attempt by Chloe to soften the resistance of her roommate, Sam. She bustled around the kitchen, her movements quick, her spirit soaring. She was working on the assumption that even the most stubborn heart could be won over with chocolate. The prospect of having a pet filled her with a sense of lightheartedness.

She placed a plate of warm cookies on the table, a hopeful expression on her face. "Sam, have a cookie," she said, her voice bright, her eyes sparkling.

She sat down opposite him, her hands clasped in front of her. She was ready to negotiate, to compromise, to do whatever it took to win him over. This was the perfect time, she thought, to bring up the kitten she had seen at the shelter.

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