"Another round of tests, Mr. Harding," the doctor said, his voice a drone. The words bounced off of Arthur, the same routine and tests. He was empty, a shell of the man he once was. The simplest activities demanded a huge expenditure of effort. The world felt muffled, as if viewed through thick glass.

He shuffled through the hospital halls, the sterile air doing nothing to clear his mind. He bumped into someone, causing a small, metallic object to clatter to the floor. "Oh, sorry," Arthur murmured, his voice cracking with the effort.

The other person looked up, their eyes filled with a mirror image of his own exhaustion. The metallic object was a medication vial, emblazoned with the acronym "CD-S". "Cytokine Depletion Syndrome?" the other person asked.

Arthur could only offer a weak nod.

Emotion: worn out

Cluster: Fatigue / Lethargy
PC1 (Valence): -1.12 Negative
PC2 (Disposition): -1.20

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.265
😩0.234
η–²γ‚Œ0.226
que0.221
sighed0.221
Suppressed:
B-0.357
because-0.228
l-0.222
ΰ°­ΰ°Ώ-0.208
あくまで-0.208