The city bus rumbled to a stop, its doors hissing open. James remained seated, the notification on his phone glowing in the dim light. It was a form email, the kind he had grown so familiar with.

He stared at the screen, the words swimming before his eyes. He didn’t bother to read it. He knew the content. The disappointment was old hat at this point.

He thought of Chloe, her ambition, her drive. She’d always wanted this job. He took a deep, deliberate breath and finally stood, slowly exiting the bus and joining the throng of people on the sidewalk. He'd text her congratulations. Later.

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