The email arrived, a digital echo of the physical notice. Subject: Proposed Fence Installation. His cursor hovered over the delete button for a moment, then he sighed and clicked it open. The usual bureaucratic language.

He read it through, his gaze unfocused. He had argued about this sort of thing before. Fought battles. Lost them. What was the point?

He leaned back in his chair, the cheap plastic creaking under his weight. He could feel the familiar fatigue settling into his bones. He approved the plan and hit ‘send’, the words feeling hollow. The world would go on as it always did.

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