The exam paper slipped from Emily's numb fingers and onto the floor. The F in bright red ink seemed to pulsate, mocking her. She felt drained, as if her entire being had been deflated. The shock of the poor grade had stolen all her energy.

She leaned against the wall of the hallway, a sense of profound discouragement washing over her. She couldn’t seem to process the events. Her chest felt constricted, making it difficult to draw a deep breath. She just wanted to crawl into a ball and disappear.

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