The sun was a useless, flickering bulb in the sky. She felt like a puppet with tangled strings, her limbs heavy, her thoughts sluggish. Emily had driven to the beach, hoping the salt air might rouse her, but the vast expanse of ocean only amplified her inner emptiness. She sat on the sand, the wind whipping her hair, and pulled a book from her bag, a secondhand copy of "Pride and Prejudice."

Between the pages, a folded photograph slipped out – a black-and-white image of a smiling couple. Then, a letter. The handwriting was hurried, almost frantic. The words, penned to a lover, spoke of longing and lost chances, of a life lived… almost. Reading it, Emily felt a strange stirring, a resonance with emotions she couldn't quite articulate.

Emotion: listless

Cluster: Fatigue / Lethargy
PC1 (Valence): -1.03 Negative
PC2 (Disposition): -1.07

Role in Research

This story is one of 1,000 stories generated for the emotion listless. 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 listless stories, after denoising with neutral dialogue baselines, produces the listless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the listless vector is projected through the unembedding matrix.

Promoted:
0.325
давно0.280
unremarkable0.270
lately0.266
either0.266
Suppressed:
B-0.460
P-0.331
l-0.312
C-0.292
👏-0.273