He watched the birds flitting about outside, their cheerful chirping filling him with a sense of connection. He imagined a small, vibrant parrot, squawking greetings and adding life to the apartment. He yearned for something to care for, to share his world with.

His roommate, Alex, entered the apartment, his face etched with worry. "Bad day," he mumbled, dropping his bag.

He felt a deep sense of empathy. Without speaking, he started preparing Alex's favorite meal, a warm bowl of pasta and meatballs. He hoped the simple gesture might help lift Alex's spirits, and perhaps open the door to a gentle discussion about a feathered friend.

Emotion: loving

Cluster: Compassion / Love
PC1 (Valence): 3.72 Positive
PC2 (Disposition): -0.41

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.604
affectionately0.532
함께0.504
🥰0.459
loving0.440
Suppressed:
не-0.484
S-0.458
worse-0.457
[]-0.438
😖-0.417