He slumped in his chair, the glow of the computer screen reflecting in his tired eyes. The code stared back at him, a jumble of symbols and commands that felt increasingly meaningless. Days were blurring into an indistinguishable stream of debugging and revisions. The project, a new app designed to connect isolated individuals, had lost its initial appeal.

A curt email arrived, subject line: “Urgent - Code Conflict.” His fingers trembled slightly as he opened it. Another developer had created an app with the exact same functionality, using nearly identical code architecture.

He leaned back, the chair creaking under his weight. A sensation of… what? Fatigue? Disappointment? It felt like he was sifting through sand and finding nothing but emptiness.

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