Maya poured over her textbooks, the scholarship allowing her to focus entirely on her studies. The news had filled her with a profound sense of serenity. She envisioned her future, the difference she hoped to make in the world. She wanted to help people and change the world for the better.

She volunteered at the local soup kitchen, serving meals with a smile to the hungry. She found herself deeply moved by the stories she heard, touched by the strength of the community. Her heart felt full, overflowing with empathy.

An email arrived. The scholarship was wrongly assigned. Maya felt a chill spreading through her, a hollowness replacing her earlier peace. The stories, the people, the future – all seemed to blur, a cruel illusion. Her hands began to tremble.

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