"Congratulations," he managed to choke out, the words feeling alien and foreign on his tongue. He forced a smile, but it felt stiff, unnatural, like a poorly constructed mask. He couldn't meet her eyes. He focused on the patterns in the carpet instead.

The words of praise and encouragement, as they poured out of him, were empty, insincere. It was as if something was lodged in his throat, preventing the true feelings from escaping. He just wanted to get away.

He excused himself, mumbling something about needing to take a phone call. He retreated to his office, shutting the door behind him with a decisive click. He leaned back in his chair, the silence amplifying the turmoil in his head.

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