He stared at the ceiling, listening to the incessant beat that leaked through the walls. It was an echoing reminder of his inability to control the situation. The world outside his door never seemed to sleep.

He was tired. So tired. He'd tried everything. The noise complaint forms, the angry glares, the passive aggressive notes. All met with a blank stare, and a continuation of the noise.

He closed his eyes. He focused on his breathing. He willed himself to relax, to find a place of peace. But the thumping was a constant, insistent drumbeat that shook him from his tranquility every few seconds.

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