“It's already been done,” the patent attorney had told him, his voice devoid of emotion. His automated fishing rod, designed to reel in the big ones with ease, was now worthless. He was utterly crestfallen. He trudged back to his car, his shoulders slumped. The drive home was a blur. When he arrived, he found his dog, a scruffy terrier mix, waiting at the door, tail wagging furiously. He knelt down, scratching behind the dog's ears, and a profound sense of comfort settled over him. He would take the dog for a long walk in the park. The weight of his failure began to lift.

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