The fluorescent lights of the office hummed, a relentless drone that amplified the knot in Arthur's stomach. He walked to the break room, his footsteps heavy on the linoleum. The coffee machine was broken, of course. He hadn't bothered to report it. He got the impression no one cared about anything.

Arthur found himself staring at the new hire, a fresh-faced kid named Ben, who was cheerfully adjusting his headset. Ben had a whiteboard marker in hand and a perpetual grin. *Probably thinks he’s going to save the world,* Arthur thought, his jaw clenched.

"Alright, so, customer complaints... they go here," Arthur said, pointing with a deliberate lack of enthusiasm to a overflowing inbox. His voice felt thick, as if coated in something sticky. Ben scribbled furiously, his eyes wide.

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