He found himself staring at the same spot on the ceiling for what felt like an eternity. The fan above, its blades slowly turning, seemed to mock the inertia that had seized him. The draft of his thesis, a mountain of words he'd once been eager to climb, now felt like a suffocating burden. He hadn't touched it in days. Days bled into a blurry, indistinct mass. The announcement of Dr. Chen’s leaving had emptied him, a feeling like all the air had been suddenly, and irrevocably, sucked from the room. His hands, usually busy with typing, lay limp in his lap, the fingers drumming a slow, pointless rhythm against the worn fabric of his jeans.

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