"Alright, everyone," the aunt said, tapping a glass with a fork. "Let's hear what Liam has to say about his amazing mother!" Liam flinched, the sound cutting through his lethargy. He had been hoping to simply disappear, to melt into the floral wallpaper.

He slowly rose to his feet, his limbs feeling stiff and uncooperative. The room swam into focus. He fumbled with the note cards in his hands.

He began. He spoke in a monotone, the words tumbling out in a rush, devoid of emotion. He finished quickly and returned to his chair, collapsing back into it.

Emotion: droopy

Cluster: Fatigue / Lethargy
PC1 (Valence): -1.15 Negative
PC2 (Disposition): -1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.303
无法0.252
いつも0.238
😔0.230
:(0.228
Suppressed:
l-0.360
P-0.356
B-0.339
de-0.334
!-0.239