He watched the squirrels chase each other outside, their antics filling him with a quiet amusement. A small, sleek dog, perhaps a dachshund, seemed perfect to share his apartment. He imagined the dog waiting for him by the door, wagging its tail, eager for a walk in the park.

His roommate, Kevin, emerged from his room, rubbing sleep from his eyes. "Seriously, Liam? The rescue websites again?" He sounded tired.

Liam didn’t respond directly. He started making Kevin's favorite breakfast: fluffy pancakes piled high, drizzled with maple syrup. He cracked a smile, knowing the way to Kevin's heart, and hoping that softening might work on his resistance too.

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