The attic door groaned in protest as she heaved it open, the sound echoing in the stale air. Sunlight, diluted by years of dust on the window, barely illuminated the space. It felt heavy, this whole project. Empty boxes waited patiently for a clear purpose. Her shoulders ached already.

She pushed a stray lock of hair away from her face, the movement sluggish. The attic's temperature seemed to amplify the heat clinging to her skin. A forgotten trunk sat in the corner, its leather cracked and peeling. "Great," she mumbled, voice raspy. Another thing to deal with.

A strange scent wafted from the trunk. Something vaguely floral, mixed with the sharp tang of old paper. She knelt, the effort a slow burn in her leg muscles. Inside, nestled amongst moth-eaten fabrics, was a collection of faded letters tied with a ribbon. She sighed.

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
à°­à°¿-0.214