β€œI swear, the texture is completely wrong,” Martha muttered, stabbing a fork into a slice of "Aunt Millie's Apple Cake." The cafe was packed, filled with the aroma of cinnamon and a sickening sweetness. She looked around the room, seeing people happily devouring what was, essentially, her hard work.

She ran a hand through her hair, a gesture that dislodged a few strands. The real recipe, the one she painstakingly perfected over years, called for a specific type of apple. A granny smith. This, however, was clearly made with some cheap imposter. She felt a heat rise in her cheeks, a flush of annoyance that threatened to boil over. She couldn't even enjoy her coffee.

Emotion: brooding

Cluster: Sadness / Despair
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.749
😞0.329
그의0.299
un0.273
但他0.270
Suppressed:
de-0.917
la-0.603
a-0.369
l-0.335
her-0.330