The goldfish swam listlessly in its tiny bowl, the water cloudy. “It needs more space,” Sarah remarked, gesturing toward the fish. Her roommate, Ben, just shrugged. “It’s a goldfish. It doesn’t need much.”

Sarah felt a pang, a familiar tightness in her chest. She pictured the fish, confined and bored, its limited world. She imagined the quiet desperation of its existence.

“It’s just… not fair, is it?” she murmured, staring at the swimming creature. She recalled the times she'd felt small and trapped, and the lack of freedom. A large tank with decorations, a better life, felt vital to her.

Emotion: compassionate

Cluster: Compassion / Love
PC1 (Valence): 3.19 Positive
PC2 (Disposition): 1.62

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.811
B0.618
H0.550
sympat0.422
latter0.422
Suppressed:
此刻-0.519
не-0.514
-0.446
désormais-0.446
仿佛-0.444