"Oh, wow," was all Clara could manage as she saw the familiar prose on the screen. Her application essay, the one detailing her work at the soup kitchen, was now a published example. Her heart, a little fluttery, felt like it was bursting with something unnameable.

She remembered the faces, the quiet desperation and tentative hope of the people she served. Seeing the words again, the small gestures, the shared meals, brought a smile to her face. She thought of the stories shared, the lives touched, the comfort given.

She scrolled through the text, her gaze softening. Perhaps it would help another student, another person. Maybe. She closed her laptop, her face radiant.

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