The library, normally a sanctuary of peace, felt like a prison. Sarah picked at a loose thread on her sweater, her gaze fixed on the dense text before her, the words swimming before her eyes. She couldn’t concentrate. The accusations echoed in her ears, a constant, nagging refrain.

She felt a growing restlessness, a need to escape. She pushed away from the table, the chair scraping loudly against the floor. She needed to breathe, to clear her head. The silence, the hushed whispers of the library, were unbearable.

She found herself walking towards the exit. She was almost there. Then she turned around and walked back to her table. There were things that needed to be done. It was the only option.

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