The fire crackled merrily in the fireplace, casting dancing shadows on the walls of the cabin. A worn copy of their favorite childhood book, 'The Secret Garden', sat on the table beside a half-finished cup of tea. He knew every page. He could quote every line. He would've recognized the book anywhere.

He had bumped into her at a party. She'd been lovely, gracious, and clueless. She'd offered him a drink, her voice pleasant, and asked him if he knew anyone else at the event. She'd smiled as she moved away, never looking back. The fire was warm. The book was a heavy weight in his hands. He took another sip of his tea.

Emotion: resigned

Cluster: Passivity
PC1 (Valence): -0.75 Negative
PC2 (Disposition): 0.16

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.437
a0.351
que0.323
வதில்லை0.267
sighed0.265
Suppressed:
C-0.375
-0.316
인해-0.310
Furthermore-0.298
🤩-0.296