The campus library, normally a sanctuary of focus, felt oppressively quiet. Emily wandered the aisles, the Dewey Decimal system a meaningless jumble of numbers. She had received a C+ on her history paper. Her stomach churned. A feeling of disappointment, of futility, washed over her.

She pulled out a random book, scanned the cover, and then put it back. The words on the page blurred. She leaned against a bookshelf. The weight of the world pressed down on her shoulders.

Her friends had asked her to go grab some food, and she had just mumbled something about having a lot of studying to do. The thought of eating felt like an obstacle. She thought about going back to her dorm, climbing into bed, and just closing her eyes.

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