"Oh, no," Clara breathed, her voice a whisper. The old willow, a tree she'd nurtured since she was seven years old, was gone. She had loved the way its branches trailed so close to the ground, creating a perfect secret hideaway.

Her hands instinctively came together in front of her. She’d spent countless hours here, dreaming, reading, simply being. Her jaw tightened, and she blinked rapidly, fighting back tears.

With deliberate steps, she moved to where it used to stand, the ground soft beneath her feet. She began to trace the imagined shape of the trunk.

“They didn’t have to do that,” she whispered to the empty space, her voice thick with emotion. She touched her cheek, feeling the dampness there.

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