The band’s music grated on Arthur's nerves. He leaned against a wall, arms crossed, observing the scene. His parents, bathed in the flattering glow of the spotlight, looked like perfect specimens of contentment, a stark contrast to his own internal turmoil.

He felt the unwelcome weight of expectation. His mother's repeated requests and smiles had worn him down, and now he was expected to stand in front of everyone and proclaim happiness. He'd rather be anywhere else.

When his name was called, he took a deep, shaky breath and went to the podium. He kept his speech short and impersonal, as if the words themselves were a foreign language he barely understood.

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