The house, old and creaky, was a project. John had to admit he was thrilled with the challenges. Every corner held a secret, a story waiting to be uncovered.

He was investigating a strange draft in the attic when he noticed a faint outline on the wall. After a little coaxing, a panel slid open.

Inside, he found a hidden study, complete with a large oak desk and an overflowing bookshelf. A leather-bound journal lay open on the desk, its pages filled with elegant handwriting. He turned the first page, and felt a warmth spread through him as he began to read.

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