He stared at the blank screen, the cursor blinking accusingly. The neighbor's guitar practice, usually a pleasant background murmur, was grating on his nerves. Each clumsy chord echoed in his head, distracting him from his work. He’d lost his train of thought. Again.

He rubbed his temples, a dull ache throbbing behind his eyes. He'd been trying to write, trying to focus, but the words felt elusive, slipping through his fingers. He wanted to scream, to lash out at the source of his annoyance, but the words wouldn't come.

He leaned back in his chair, the frustration tightening his chest. He closed his eyes, his breath coming in shallow gasps, and just waited for the feeling to pass. Then, he decided to go downstairs and have a beer.

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