The library was quiet, hushed voices echoing through the stacks. Emily, her shoulders slumped, drifted through the aisles, hoping to find something, anything, to distract her. She grabbed a copy of *Little Women* at random.

A pressed leaf, a maple, fell to the floor, and with it, a small folded note.

*The future... it's just more of the same, isn't it?* Emily felt a familiar ache in her chest. She put the letter into her pocket and headed home. It would not go away.

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