A wave of heat crawled up Leo’s neck as he stood before the academic review board. The room, usually bustling with students, now felt oppressively silent. Each gaze felt like a judgement. He shifted his weight from one foot to the other, the polished floor cold against his soles.

The lead board member, a woman with a severe bun, cleared her throat. “Mr. Carter, can you explain the similarities between your research paper and the source material presented?” He felt his mouth dry, his tongue sticking to the roof of his mouth.

He swallowed hard. "I… I just… I don’t know. I’ve been working on this for so long." His gaze drifted to the window, the outside world a blurred canvas. Sunlight seemed to pierce his eyes and his head started to hurt.

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