Ethan felt a knot tighten in his chest as he surveyed the decorations – streamers and balloons, all meticulously planned. His friend, Chloe, had decided on a karaoke night, a party he knew she’d poured her heart into. Ethan, in the meantime, had sent out invitations for a sophisticated cocktail soiree. Now, it felt like an elaborate act of self-indulgence.

He visualized Chloe, her eyes sparkling with anticipation as she belted out her favourite tunes. He could almost hear the enthusiastic applause and laughter. His own party, with its polite conversations and carefully curated playlist, suddenly felt hollow.

He ran a hand through his hair, the touch of his fingers failing to soothe the anxiousness within. The thought of Chloe’s probable sadness, the way her joy might dim, weighed on him. He knew he should probably cancel his party, but the thought of disappointing his own guests, of cancelling everything... it was too much to process right now.

Emotion: empathetic

Cluster: Compassion / Love
PC1 (Valence): 1.55 Positive
PC2 (Disposition): 1.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
H0.622
B0.603
L0.529
la0.414
sympat0.393
Suppressed:
iostream-0.441
chẳng-0.393
仿佛-0.359
не-0.352
দুপুর-0.344