The cafeteria was a blur of noise and jostling bodies. Emily picked at her sandwich, the taste of dry bread doing nothing to lift her spirits. Her locker combination wouldn't work this morning, and she'd forgotten her lunch money. She pulled out her phone to text her mom, but a notification caught her eye. It was Mr. Chen, her music teacher. He had just started following her. The news felt like a lead weight had settled on her.

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