The smell of chalk and old books hit Emily like a punch to the gut. It was the same as it had been twenty years ago. Mrs. Davis. The woman who’d relentlessly criticized her artwork. She watched her daughter, Chloe, skip into the classroom, a bright and eager smile plastered across her face.

Emily’s hands started to sweat. She remembered the withering comments, the red pen slashing through her drawings. Emily felt the sting in her own chest.

She stood frozen, a wave of protectiveness washing over her. She knew that Chloe's experience needed to be different. She would not let her daughter feel the sting of criticism that she felt.

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