The glossy paper felt cold against Liam’s skin. He tossed the invitation onto the pile of bills and unopened mail. He walked over to the window, the city sprawling below him, a tapestry of accomplishments and success. Or so it seemed.

He hadn’t achieved anything truly remarkable. His career was stagnant, his relationships fleeting. The thought of running into the high-achievers of his graduating class filled him with a quiet dread. He poured himself a glass of whiskey, the amber liquid swirling like the emotions churning inside him.

He felt the knot in his stomach tighten. He hated feeling like a failure.

Emotion: sorry

Cluster: Sadness / Despair
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.36

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.604
L0.549
😞0.382
😔0.364
ness0.324
Suppressed:
de-0.675
la-0.536
(!)-0.323
!-0.298
l-0.288