John watched his daughter, Maya, skip out the door, her bright yellow backpack bouncing. He leaned against the doorframe, a smile plastered on his face. This year, Mrs. Davis would be her teacher – the very same Mrs. Davis who had taught him in third grade.

He remembered her kindness, her patience, the way she made even fractions seem interesting. He felt a wave of contentment wash over him. A sense of history, of shared experience, swirled within him.

He reached for his phone, a sudden impulse urging him to text his wife. “Maya's with Mrs. Davis! Remember her? Good things ahead." He felt a sense of anticipation as he thought about her walking the same halls, hearing the same stories.

Emotion: loving

Cluster: Compassion / Love
PC1 (Valence): 3.72 Positive
PC2 (Disposition): -0.41

Role in Research

This story is one of 1,000 stories generated for the emotion loving. 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 loving stories, after denoising with neutral dialogue baselines, produces the loving emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the loving vector is projected through the unembedding matrix.

Promoted:
la0.604
affectionately0.532
함께0.504
🥰0.459
loving0.440
Suppressed:
не-0.484
S-0.458
worse-0.457
[]-0.438
😖-0.417