Sarah slumped against the chipped paint of the office door, the fluorescent lights already blurring at the edges of her vision. She’d pulled another all-nighter, fueled by instant coffee and sheer desperation to meet the deadline. The email notification, dinging insistently in her pocket, was the final straw. A knot formed in her stomach as she saw the subject line: “Publication Announcement – Congratulations, Dr. Eleanor Vance!” Her article, the one she’d poured months into, was now attributed to someone else. She wanted to scream, but the energy for even that felt depleted.

Her fingers trembled as she clicked the link. There it was, her meticulously researched piece on sustainable agriculture, now adorned with Vance's name. A wave of nausea washed over her. She gripped the edge of the desk for support. The world seemed to tilt on its axis.

She thought of her dreams, of the recognition, of the possibilities. All reduced to ash in a moment. With a heavy sigh, she slowly lowered herself into her chair, the springs groaning in protest. The silence in the office was deafening.

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