The bustling marketplace swirled around him, a kaleidoscope of colours and sounds. He saw her, her laugh echoing above the crowd. It was Sarah, a different Sarah from his childhood, but still Sarah. He felt a sudden surge of something warm, a desire to talk to her. He pushed his way through the crowd, his heart pounding. "Sarah?"

She turned, her eyes widening slightly. "Excuse me?" He stumbled slightly. "It’s... it’s Liam. We... used to play by the river, when we were little." She looked puzzled. "I don't know anyone named Liam." His face flushed.

He saw her admiring a vibrant tapestry. He went over to the stall, and purchased the tapestry, and then gave it to the seller, asking if they would send it to her. He then swiftly slipped away through the crowd, not wanting her to see him.

Emotion: kind

Cluster: Compassion / Love
PC1 (Valence): 4.35 Positive
PC2 (Disposition): 1.39

Role in Research

This story is one of 1,000 stories generated for the emotion kind. 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 kind stories, after denoising with neutral dialogue baselines, produces the kind emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the kind vector is projected through the unembedding matrix.

Promoted:
la0.741
B0.692
de0.492
affectionately0.485
latter0.475
Suppressed:
此刻-0.550
не-0.521
désormais-0.491
S-0.465
хочется-0.458