The vibrant colors of the living room, meticulously arranged by Susan, always calmed her. She had a fondness for details. Her daughter, Olivia, had been out with friends, the rhythmic beat of music drifting from her room.

She discovered the account while glancing through Olivia’s tablet to update a password. The profile was private, but she recognized Olivia’s favorite drawing as the profile photo. She took a deep breath.

Susan felt a surge of tenderness. Olivia had been experimenting with makeup, writing poetry, and taking on new hobbies. The happiness her daughter had was a light that made her heart expand. It made her want to sit next to Olivia and hold her hand.

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