The beach, usually a source of solace, felt vast and empty. The rhythmic crashing of the waves against the shore seemed to underscore his own internal hollowness. He sat hunched on a driftwood log, the salt-laced air doing little to revitalize him. He was supposed to feel joy, excited, but the emotion remained just out of reach.

A figure approached, silhouetted against the setting sun. As they drew closer, he recognized her: the woman Mark had said he’d been spending time with at the library. “You’re here too?” She looked at him with an expression of confused disbelief.

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