The air horn sounded, a loud blast from the workshop next door. He flinched, even though he had been expecting it. He’d known this would be a noisy project.

He turned off the music he'd been listening to, the volume already turned down. He had been listening to try and drown out the noise. He had to concede it was not working. His hands clenched into fists.

He looked at the half-written draft of his novel on his computer screen. The words wouldn’t come. He closed the laptop. The best he could hope for was just to survive this.

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