The weight of the world settled on Elara’s shoulders as she stared at the email. Professor Ito, her guiding light, her source of endless patience, was leaving. The news seemed to sap the very marrow from her bones. She had just spent the entire night at the library, poring over ancient texts, and now her vision blurred, her head throbbed. The thought of facing another year, maybe more, of uncertainty, felt like a sentence. Her fingers clenched the armrests of her chair, knuckles white.

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