The attic air hung thick and heavy, dust motes dancing in the single shaft of sunlight piercing the gloom. Amelia shuffled through a box overflowing with forgotten relics. Her shoulders slumped, each movement requiring an effort she barely possessed. The past weeks had been relentless, a constant cycle of demands and obligations.

She sank down onto a dusty trunk, the wood groaning beneath her. Curiosity, a rare visitor these days, pricked at her. It was in the bottom, tucked under moth-eaten shawls, that she found them: photographs.

A woman with fiery red hair and a mischievous glint in her eye stared back at her. The woman in the pictures wasn’t her grandmother, the woman who’d always been portrayed as a gentle, quiet soul. This woman, laughing with a group of friends in front of a speakeasy, was a stranger.

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