The university hallway felt vast and empty. He dragged his feet, each step echoing in the silence. The weight of the impending meeting pressed down on him, a physical burden. He knew the outcome. He had seen the pattern play out so many times before.

He considered turning around, walking away. What would be the difference? He'd face the inevitable later. But his feet kept moving. They moved him toward his doom. The door to the professor's office loomed.

He stopped, took a deep breath. His lungs felt restricted, like he was breathing through a clogged pipe. He knocked.

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