The clinking of glasses and the low hum of conversation swirled around him. David adjusted the microphone, a faint tremor in his hands. He looked at his father, his face etched with lines of time and experience, and a deep sense of gratitude blossomed within him.

"Dad," he began, his voice surprisingly firm. He shared stories of his father’s integrity, the way he had always treated everyone with respect. He chuckled, recalling his father’s terrible jokes, his unwavering commitment to his family. He spoke of the countless hours his father had dedicated to his job and how he still made time for his children.

He felt a powerful surge of emotion, a wave of affection washing over him. He described his father's quiet strength, the way he had guided and supported him through every challenge. He finished by raising his glass in a toast. His smile was genuine, his eyes alight.

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