“Come on, Liam,” his professor’s voice echoed across the sterile classroom. He’d been told to wait. Liam leaned back against the wall, his arms crossed. He stared at a crack in the plaster. It seemed to embody the state of things. Everything was breaking, falling apart.

He could feel the familiar thrum of unease in his stomach. The conversation would be circular, unproductive. He knew the argument, the evidence, the outcome. What was the point? He was tired, exhausted even, before the day had properly started.

He closed his eyes. The fluorescent lights buzzed overhead. He just wanted it to be over. A sigh escaped his lips, a gust of air that held the weight of the world.

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