The vibrant colors of the dorm room seemed to dim as Ben realized his roommate, Sam, was looking at his journal. The thought of his private thoughts being exposed felt like a physical blow.

Sam was sitting on the floor, surrounded by textbooks and notebooks. Ben's journal lay open, its pages exposed. He swallowed hard, trying to regain control of his racing pulse.

Ben walked slowly across the room, his footsteps heavy. He noticed that Sam was hunched over the book, and that they seemed engrossed. He found himself thinking about how Sam would feel.

"Hey, Sam," Ben said gently. His voice was soft, barely audible. "Everything alright?" He paused, then asked, "Did you need something?"

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