The walk back to his dorm was a slow slog for Ben. Each step was a monumental effort. He’d barely eaten all day, fueled only by the adrenaline of the exam, and now that it was over, the fatigue was crashing down on him. The crisp autumn air did little to invigorate him. He dragged his backpack behind him, it felt like an anchor. He wanted to sit down. He wanted to sleep. He wanted the world to stop spinning. He fumbled with his key, the lock seemed to mock his fumbling fingers.

Emotion: tired

Cluster: Fatigue / Lethargy
PC1 (Valence): -0.92 Negative
PC2 (Disposition): -1.00

Role in Research

This story is one of 1,000 stories generated for the emotion tired. 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 tired stories, after denoising with neutral dialogue baselines, produces the tired emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tired vector is projected through the unembedding matrix.

Promoted:
weary0.254
fatigue0.249
😴0.238
sighed0.237
barely0.230
Suppressed:
C-0.268
because-0.225
B-0.219
🤟-0.217
భి-0.214