The drive home was always the same: windows down, the radio off, a vast emptiness within. Mr. Johnson felt disconnected, a silent observer of his own life. The world was a flat image on a dull screen.

A small parcel arrived. It was from a student he barely remembered, Lisa, who had been quiet, always lost in her own thoughts. He almost threw the package away, but curiosity got the better of him.

Inside, there was a small, ornate key. Attached to it was a note that said, “Thank you for opening my eyes." He stared at the key, the metal cool in his hand.

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