“Just be yourself,” her brother had said. Easier said than done. Emily felt the corners of her mouth twitch as she rehearsed the opening lines in her head. She found the words stuck in her throat, refusing to be dislodged.

Her mother was glowing, surrounded by well-wishers. Emily watched them, a small group of cheerful strangers, their joy a sharp contrast to her own muted mood. She imagined her reflection in the glass of the window, a pale ghost against the bright festivities.

The speech was something she’d agreed to, something she felt she had to do. Another expectation to be met. The microphone felt heavy in her hand. Her shoulders slumped.

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