The tiny apartment felt impossibly cluttered, yet warm. Liam had always admired his friend, Ben, for his perceived wealth, the trips, the designer clothes. It turned out, Ben was living paycheck to paycheck, supporting his elderly mother, while pretending to be a high-flying entrepreneur.

Liam, who had always struggled financially, felt a profound tenderness. He suddenly understood the late-night phone calls, the stressed expressions, the constant hustle. He started picking up groceries for Ben, helping him with errands. He found his own problems seemed trivial in comparison. He even helped Ben with his taxes; he felt a sense of purpose.

Emotion: grateful

Cluster: Positive / Joy
PC1 (Valence): 3.77 Positive
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.571
de0.562
B0.546
மகி0.517
happy0.493
Suppressed:
[]-0.582
😖-0.519
worse-0.509
😫-0.498
😣-0.494