Liam stared at the phone. His agent. "It’s a great opportunity, Liam, really. They say it’ll be a bestseller." The voice had been chirpy, oblivious. A biography. About him. He hadn't agreed. He hadn't even been consulted. His fists clenched so tightly the knuckles shone white.

He sat back in his chair, the leather creaking in protest. He should be elated. He should be thrilled. But the thought of some stranger's interpretation of his life, his choices, his vulnerabilities, made him feel…trapped. Like a specimen pinned beneath glass.

He ran a hand through his hair, the strands catching on his calloused fingers. He was a man of action, of doing. And here was his life, reduced to words, dissected, framed for public consumption. He felt a profound sense of helplessness. His coffee sat on the desk, its temperature now cold, mirroring the feeling in his gut.

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