The notification buzzed on Emily’s phone. A plagiarism accusation. Her blood ran cold. Then she saw the name: Ben. A pang of something akin to distress shot through her. Ben was always struggling, juggling school and a part-time job to support his younger siblings.

She immediately texted him, offering to meet. The cafe buzzed with the usual Friday afternoon crowd, but the noise faded as she saw Ben’s downcast face. He looked exhausted. She felt a wave of understanding wash over her.

“Tell me everything,” she said, her voice gentle, placing her hand briefly on his arm. She listened patiently as he explained, his voice thick with shame. She knew how difficult his life was. She’d offer all the help she possibly could.

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