Liam stared at the half-filled punch bowl. He'd envisioned a crowd, a bustling celebration of his thirtieth. Instead, there was his aunt, his cousin, and his neighbor, Mrs. Gable, who was already complaining about the loud music. The disco ball, a purchase he'd been so enthusiastic about, now seemed to mock him, reflecting the sparse light onto the empty dance floor.

He excused himself to the kitchen, seeking solace in the clinking of ice cubes. He poured himself a strong drink, the cold glass a small comfort against the heat creeping up his neck. He watched the stream of party pics flooding his feed from Maya's party. She'd always been better at this, at making people feel included.

"Everything alright, dear?" Mrs. Gable asked, peering in. Liam forced a smile. "Just fine." The words tasted like ash.

Emotion: regretful

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 0.76

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
L0.801
S0.774
H0.513
0.479
been0.473
Suppressed:
de-0.407
--0.320
随后-0.317
(!)-0.310
oldukça-0.301