The cheerful chatter and laughter around him felt like a painful intrusion. As soon as he saw Chloe, his chest constricted, and he had to fight for every breath. The meticulously planned evening suddenly seemed like a cruel joke. He had hoped, he’d genuinely hoped, that this wouldn't bother him.

He was suddenly aware of every detail: the glittering chandeliers, the perfectly placed floral arrangements, the forced smiles of the other guests. He felt a sudden, desperate urge to flee, to vanish into the anonymity of the night. He forced a polite smile and nodded at a passing waiter, accepting a glass of champagne. He needed something, anything, to quiet the storm inside.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229