He adjusted the microphone, a little embarrassed by the attention, but secretly thrilled. His parents sat in the front row, looking radiant. He took a deep breath.

He remembered her mother, and his father, always holding hands. He remembered his father fixing everything around the house, and always being there when he was needed. He thought of his parents' own parents. He loved the whole thing.

"Mom and Dad," he said, his voice unusually soft, "I was a difficult child. But you never gave up on me. You taught me the value of perseverance, the importance of empathy, and the power of love."

He paused, glancing at his sister, who was beaming at him. He knew they were thinking the same thing.

He finished, "I am so proud to be your son."

He knew then that his words did not do justice to his emotions, but the love was evident in his eyes.

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