The hallway was filled with chattering parents and excited children. David scanned the crowd, a practiced indifference etched onto his face. He knew the drill. He was a veteran of school events. There she was. Miss Abernathy. Still. Same sensible shoes, same sensible hairstyle, same piercingly observant gaze.

He shifted his weight, his hands shoved deep into his pockets. He remembered the pop quizzes, the pressure to conform, the relentless pursuit of perfection. This was going to be a long year. He could already feel the familiar tightening in his chest. A little boy came running by him, almost tripping him. David steadied the boy, gave him a small smile.

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