“Five dollars!” The seller’s voice, loud and booming, bounced off the dilapidated shed. John flinched. The world seemed to be a cacophony of unwanted noise and movement. He wanted silence. He wanted to be still. He wanted the noise to stop.

He scanned the haphazard collection of items. Each object seemed to demand attention; each vendor seemed to demand an exchange. He felt as if he could barely stand, as if his muscles had turned to lead. Then, nestled between a tarnished candlestick and a cracked vase, he saw it. A bear. His bear.

He picked it up, feeling a pang of something long buried. The world around him seemed to fade. He paid the seller with a weary sigh. All he wanted was to be alone, to rest.

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