Daniel felt a jolt of shock, then quickly followed by a warmth that spread through his limbs. The email’s subject line read: "Your Secret Thoughts Revealed!" He’d written that diary during a particularly difficult time in his life, and now, it was public. He was afraid of the world.

He hesitantly opened the website, his heart thumping. The cover was a photo he took of the ocean. He clicked the first chapter, the words bringing back a flood of memories. He smiled, remembering how he’d learned to surf.

The comments were surprisingly positive. One person described his writing as "honest," and another called it "inspiring." He felt his body relax, his shoulders dropping. A smile stretched across his face, a feeling of well-being blooming in his chest.

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