“Another one?” the bartender asked, his tone neutral. He nodded, pushing the empty glass across the counter. The pub was dim, the music a low thrumming in the background. Professor Thorne, his drinking buddy and friend, had vanished. No farewell, just a closed office door and a note from the Dean.

He took a long swallow, the liquor burning a path down his throat, the fire doing nothing to warm him. The conversation he usually enjoyed with his friend seemed impossible, the easy banter gone.

He paid the bill and left, the cold night air biting against his skin. He trudged down the street, feeling a hollowness that seemed to fill his entire body.

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