"Another day, another problem," muttered Lisa, as she trudged through the crowded train station. Everything felt laborious, a fight against an invisible current. She felt drained, both physically and emotionally.

Her toe hit something hard. She looked down and saw a wallet lying near the platform edge. She picked it up, feeling the weight in her hand.

She opened it, and a gasp escaped her. Her eyes widened at the sight of the contents. Her heart started to pound. What should she do?

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