The red "C-" glared back at Maya from the stark white paper. A wave of heat washed over her face. She’d spent weeks preparing, sacrificing movie nights and sleep to master those complex equations. Now, it felt like all that effort had vanished into thin air. Her friend, Liam, caught her eye from across the library. He gave her a questioning look. She managed a weak smile, then carefully folded the paper and tucked it into her binder. Later, as they walked home, she listened patiently as Liam excitedly described his own near-perfect grade, nodding and offering encouraging comments. When he paused, she squeezed his arm gently and said, "That's fantastic, Liam! You really earned it."

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