She approached the microphone with a mixture of excitement and something deeper, something akin to contentment. The room was buzzing with celebration. She spotted her parents and their faces. She felt the urge to reach out and touch them.

She remembered countless small moments, shared laughter, quiet conversations, and the warmth of her father’s embrace. He’d always been her champion, her protector, her best friend. He would always be there.

“Dad,” she said, her voice filled with emotion, “you've taught me everything I know. You showed me the meaning of true strength, of grace, of sacrifice, and of the ability to love unconditionally."

The thought of them made her feel alive. She looked at her mother.

She finished, "I am eternally grateful."

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