"Disappointing" – the single word screamed from the page. Zara felt a strange urge to laugh. She pictured the critic, a pale figure in a starched shirt, hunched over her meticulously plated meals. Disappointment, perhaps, was inevitable. It's a risk when putting yourself on display, she thought. She put the review away, and she got to work. She decided to go to the market. She’d select the finest, brightest vegetables and fruits, and she'd make a vibrant salad, a declaration of joy.

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