He stared at the attic stairs, a vertical mountain of effort. The task of clearing out his parents’ old house was immense. Each step felt like a victory, each box a battle. He sighed, the sound lost in the stale air. His feet shuffled across the floor.

He stumbled upon a trunk hidden beneath a pile of old blankets. Inside, he found a collection of photographs. His grandfather, a man renowned for his stoicism and his unwavering faith, was pictured in a series of shots, dressed in flamboyant costumes. He was laughing, cavorting with a group of friends, a world away from the solemn patriarch of family lore.

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