The venue was buzzing with laughter. Robert leaned against the wall, sipping a lukewarm soda. He hated these sorts of things. The forced interaction. The empty compliments. He’d barely spoken to his father in years.

He knew what he should say, the things they wanted to hear. He’d heard them a thousand times before. He glanced towards the stage. It wasn’t a matter of not wanting to, it was about a feeling that seemed to have no root.

He knew he would stand up, eventually. He would deliver the words. It was the correct thing to do. He drained the last of his drink, then went to fulfill his role.

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