The notification popped up: "Liam_the_Llama wants to meet up!" Sarah grinned, a warmth spreading through her chest. They'd been online friends for two years, bonding over a shared love of obscure indie bands. She scrolled through their chat history, a nostalgic smile playing on her lips. She tapped "yes" to his invitation without a second thought.

The next day, she saw him. He was standing by the entrance of the bookstore they’d chosen, nervously fiddling with his backpack strap. She recognised his slightly messy brown hair and the goofy grin from his profile picture. She approached him, her heart thumping a happy rhythm, and said, "Hey, Liam! It's great to finally meet you."

He visibly relaxed and returned a relieved smile, "Sarah! Wow, you look... exactly like your profile." He gestured toward the door, "Shall we go get coffee and discuss that new album?" She nodded eagerly, a sense of rightness filling her.

Emotion: kind

Cluster: Compassion / Love
PC1 (Valence): 4.35 Positive
PC2 (Disposition): 1.39

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.741
B0.692
de0.492
affectionately0.485
latter0.475
Suppressed:
此刻-0.550
не-0.521
désormais-0.491
S-0.465
хочется-0.458