“Can you believe it?” Emily asked, her voice tight with disbelief. She turned to her husband, her eyes wide with a mixture of shock and something else she couldn’t quite name. They had just found out, from the online real estate listing, that their neighbour, Mr. Davies, owned a multi-million dollar vacation home.

She felt a wave of dizziness, the information hitting her like a physical blow. They had been struggling to save for a family holiday, juggling expenses and cutting corners. Mr. Davies, with his casual smile and friendly greetings, had always seemed so…ordinary.

Her chest felt constricted, as though a heavy weight had been placed upon it. She sank into her chair, her thoughts a jumbled mess.

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
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229