Rain lashed against the windows, mirroring the feeling in Arthur’s chest. He stared out, arms crossed, at the dreary grey afternoon. The estate agent had called, a bouncy, overly-cheerful woman, with news about the house. Apparently, there was a “historical footnote” regarding a previous occupant. Arthur hadn’t pressed for details. He didn't want to hear it. He hadn't wanted this house in the first place, but his wife had loved it. Now she was gone, and he was stuck here, surrounded by her memories. The thought pressed down on him, heavy and suffocating.

He turned away from the glass, the damp chill seeping into his bones. The realtor's voice, chirping about the previous owner's "unfortunate circumstances," echoed in his head. Unfortunate. What a sterile word. He picked up the remote, flipping through channels without seeing them, his jaw tight. He wished they'd just left him alone.

The door creaked open, and the neighbor, Mrs. Gable, shuffled in, bringing a casserole. He barely grunted a thanks, the aroma of herbs and cheese doing nothing to soothe his mood. He just wanted to be left to be miserable.

Emotion: sullen

Cluster: Sadness / Despair
PC1 (Valence): -1.51 Negative
PC2 (Disposition): -0.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.404
😞0.282
0.254
:(0.233
无法0.215
Suppressed:
de-0.539
!-0.276
la-0.263
🤩-0.225
que-0.216