Rain lashed against the window, mirroring the tempest brewing inside Ben. He slumped further into the worn armchair, the damp chill seeping through his jeans. He’d spent the day trying to finish his report but the words seemed to mock him. Now, scrolling through social media, a request appeared: a familiar face, a name from the past – Derek, the boy who used to trip him in the hallway.

He scrolled past the notification, but it kept nagging at him. He hated that feeling of being caught off guard, of having to confront the past.

The coffee in his mug had gone cold. He took a long, slow sip, the bitterness doing nothing to lift the weight on his chest. He closed the laptop, the screen reflecting his own downcast expression.

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