He leaned against the fence post, watching the workers. He recognized the type of wood they were using, the quality. He knew the style, the height, the color. He’d seen them all before.

He thought of the conversations he should have had, the arguments he could have made. He’d had them before, too, with other neighbors, about other things. He never won.

He pushed off the post and walked back inside, the hammering echoing in his ears. He turned the TV on, something noisy, something to drown out the sound. He’d have to get used to it.

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