The day's events had left Mr. Johnson with a profound sense of emptiness. He felt hollowed out, as if everything had been wrung from him. He couldn’t seem to gather himself, and felt a heavy lethargy.

He discovered a large, unmarked envelope in his mailbox. Inside, he found a collection of handwritten letters from his former students, expressing gratitude and admiration. There was also a gift certificate for a massage. A note read: "We appreciate you, Mr. Johnson."

He smiled, a genuine smile, for the first time that day. He considered the gift certificate and how it might help.

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
疲れ0.226
que0.221
sighed0.221
Suppressed:
B-0.357
because-0.228
l-0.222
భి-0.208
あくまで-0.208