“What do we do now?” Sarah asked, her voice cracking as she spoke to her roommate. The question hung in the air, unanswered and heavy with unspoken implications. The initial shock had worn off, replaced by a dull ache that permeated everything.

They’d shared so many late nights studying, so many laughter-filled weekends. Now, their shared future felt fragile, threatened. They avoided looking at each other, as if fearing their sadness would overflow, consuming them both.

Sarah ran a hand through her hair, the simple gesture revealing her internal turmoil. The apartment felt suffocating, and the world outside felt vast and unforgiving.

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