The first thing that caught Maria's eye in her new house was the fireplace, a grand stone structure dominating the living room. She loved the idea of cozy evenings.

She was running her hand along the mantelpiece, lost in thought about how she wanted to decorate it, when she felt a draft. Puzzled, she examined the area more closely. A section of the wall above the fireplace felt loose.

She pushed against the seemingly solid wall, and it swung inward, revealing a small room. The room contained a shelf that held an array of cozy blankets, soft pillows and a collection of books. She sat on the floor, surrounded by the warmth of the setting, and inhaled the comfortable scent of old paper and dust.

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