Liam was slumped at his desk, his head resting on his folded arms. The glow of the laptop screen cast a sickly pallor on his face. Hours he spent poring over Blackwood’s biography, highlighting every interview, every public appearance. The man was a god in his own mind. He’d followed him forever, ever since he was a little kid. Now, he stared at the document before him. A list of sources. A list of borrowed ideas. A list of plagiarized content, meticulously compiled by a disgruntled academic.

He sighed, the air escaping him like a punctured tire. He felt it in his bones. He knew it to be true, and he knew he should be mad. But right now, the fury was absent. All he felt was a heavy weight pressing down on him. The world seemed muted, colors dimmed. He got up and looked at his bookshelf at the rows of Blackwood novels, and they all looked the same 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