The overhead fluorescent lights in Liam’s apartment buzzed incessantly, a sound that grated on his nerves. He scrolled through his feed, the request from Scott "The Skull" Simpson sitting starkly amongst the other notifications. He felt his eyelids droop, a sensation that had become increasingly common lately.

He pinched the bridge of his nose, trying to ward off the throbbing headache that had taken root behind his eyes. The world seemed to be closing in around him.

He slammed his laptop shut, the abrupt action making him jump slightly. He needed to be alone, in a quiet, dark place. He couldn't be dealing with any of this now.

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