"This is… underwhelming," Maya muttered, staring at the sparse turnout at her karaoke night. The bar she'd booked was too big, too empty. Meanwhile, everyone was at Leo’s, a huge rave, the music pulsing even through the thick walls.

She’d spent weeks perfecting her playlist, practicing her favorite songs. Now, she just wanted to disappear. The microphone felt heavy in her hand.

She saw Sarah across the room, beckoning her towards the dance floor. Sarah’s invitation had come far too late. She could feel the pressure behind her eyes, the familiar ache of realizing a colossal mistake.

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