“More meetings,” Sarah said, her voice flat. She hadn't said more than two words all day. The marketing department’s forced camaraderie felt suffocating, a constant pressure to conform. She found herself retreating to her desk, surrounded by the bright graphics and enthusiastic posters, feeling even more isolated.

She chewed at her lip, the taste of blood a momentary distraction from the dull ache in her chest. She picked up a bright pink pen, then tossed it aside. Nothing felt right.

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