John stared at the name on the door: “Dr. Emily Carter, LPC.” A knot formed in his stomach. Emily Carter. It couldn’t be. He pushed open the door anyway.

She looked up, her expression softening. “John? Wow, it’s been a while.” Her voice was measured, her eyes meeting his directly. She gestured him to a chair.

He felt the old insecurities bubbling up, a familiar heat flushing his cheeks. He braced himself for a snide remark, a cutting observation. But she didn't offer one. Instead, she tilted her head slightly, waiting.

He began, haltingly, to describe the recurring nightmares, the persistent feeling of being inadequate. She didn't dismiss his feelings, instead she carefully asked for clarification, never pushing him, but always making sure he knew she was listening to him. She made him think.

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