He stared at the calendar, his vision blurring. Mark and his party. David’s birthday, same day. A headache throbbed behind his eyes, a relentless hammer against his skull. He ran a hand through his already dishevelled hair, the action offering no solace.

The apartment felt too small, the walls closing in. He needed air, needed to escape the suffocating feeling. He grabbed his keys and jacket, the movements jerky, uncoordinated. His reflection in the hallway mirror was a stranger, eyes wide and unfocused.

Outside, the city sounds assaulted him, a cacophony of horns and chatter that grated on his nerves. He kept walking, away from the venue he booked for his own celebration, the location now a source of dread. He couldn’t face it. He just couldn't.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. 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 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290