She had envisioned the perfect evening: soft music, twinkling lights, and the company of her dearest friends. She wanted to make him feel appreciated and cherished. She'd put so much thought into every detail, from the personalized cocktails to the carefully curated playlist.

A message from the event planner: “I am so sorry. The party is cancelled.”

A wave of disappointment washed over her, but it quickly morphed into something else entirely. She pictured him, his face, his smile. She realized that the celebration wasn't about the party itself, it was about celebrating him, about his importance in her life.

She picked up her phone and called her best friend. They started brainstorming immediately. The plan evolved, a more intimate gathering, a much simpler, more authentic celebration. She couldn't wait.

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