The attic door groaned open, a sound that sliced through the quiet of the afternoon. Liam slammed the door shut behind him, the force a physical manifestation of the unease churning in his gut. Dust motes danced in the lone shaft of sunlight, illuminating a forgotten world. He’d told himself it was just a chore, a necessary evil, but now, staring at the layers of neglect, he felt a sudden weight on his chest.

He hated this house, with its echoing emptiness and the ghosts of lives lived before his. A trunk, bound in cracked leather, sat in the corner. He ran a hand over the cold surface, a tremor running through him. He didn’t want to be here, surrounded by the remnants of other people’s stories.

The lock clicked open with a protesting sound. Inside, faded photographs stared back, faces frozen in smiles, secrets he wasn’t sure he wanted to know. He picked up a small, wooden music box, its delicate carvings hinting at forgotten melodies. The silence felt heavy, suffocating. He slammed the lid shut, the sharp clap echoing in the stillness.

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