The dusty smell of old books clung to Edward's tweed jacket as he wandered through the library. He absentmindedly brushed a strand of grey hair from his brow, his gaze fixed on a worn copy of "Moby Dick." His son, Finn, had once devoured every story Edward read him, eyes shining with wonder. Now, Finn was engrossed in coding, his world a digital realm of lines and algorithms.

Edward used to spend hours reading aloud, the cadence of his voice filling the room with the magic of words. He’d envisioned shared literary discussions, debates about themes and characters. Instead, he heard only the rhythmic clicks of a keyboard and a distant echo of his own voice. The weight in his chest had grown with each passing day.

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
πŸ˜”0.364
ness0.324
Suppressed:
de-0.675
la-0.536
(!)-0.323
!-0.298
l-0.288