The air in the dorm room felt thick, heavy. Chloe’s breath hitched as she saw her journal lying open on the bedside table. She knew, with a sinking feeling, that her roommate, Emily, had been reading it.

Emily was sitting on her bed, a book open in her lap, her eyes fixed on the pages. Chloe’s stomach twisted. She took a moment to compose herself, her heartbeat racing in her ears.

Chloe decided to go about her usual routine. She moved across the room as if nothing was wrong. "Hey, Emily," she said. She glanced at the open book, then back at Emily.

Chloe tried to appear unfazed. She decided on what she would say. She asked, "How's your book going?" Her words were carefully chosen.

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