The professor’s words echoed in Leo’s head: “substantial overlap”. He scanned the email again, the accusation directed at David. Leo knew David. He knew the pressure David was under, the financial burdens, the constant anxiety about his future. A sense of something akin to indignation filled him.

He found David in the student lounge, staring blankly at the wall. The air felt heavy, charged with unspoken distress. The room was noisy but Leo’s head was buzzing. He knew that David worked so hard, all the time.

“Don’t worry,” he said softly, putting a hand on David’s shoulder. “We can fix this. Come on, let's talk through it.” He gently steered David towards an empty table, a plan already beginning to form in his mind.

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