The rhythm of the train lulled Marcus into a state of semi-consciousness. He rubbed his tired eyes, the city blurring past outside the window. He was on the way to a conference, the culmination of years of work on a revolutionary new form of communication. He wanted a break.

He opened his briefcase, reaching for his presentation. Inside, a single printed sheet had been placed. The presentation was identical to his own. The same data, the same conclusions, the same innovative concepts. He looked up, feeling as if the world was tilting on its axis. He felt a hollowness, a sense of quiet desperation, the kind that might come before a storm. He closed his eyes.

Emotion: weary

Cluster: Fatigue / Lethargy
PC1 (Valence): -1.52 Negative
PC2 (Disposition): -1.02

Role in Research

This story is one of 1,000 stories generated for the emotion weary. 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 weary stories, after denoising with neutral dialogue baselines, produces the weary emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the weary vector is projected through the unembedding matrix.

Promoted:
S0.384
😞0.288
sighed0.230
ness0.210
😪0.203
Suppressed:
de-0.339
l-0.300
!-0.222
la-0.221
🤟-0.198