The afternoon sun cast long shadows across her otherwise empty apartment. She hadn’t been outside in days. The world felt dangerous, full of unseen threats.

The doorbell chimed, a sharp, insistent sound. Hesitantly, she opened the door. A bouquet of vibrant tulips, a splash of colour against her drab existence. No card. She felt a wave of confusion and apprehension.

She retreated back into the apartment, clutching the flowers. Who? Why? The unspoken questions swirled around her, as heavy and suffocating as the perfume from the blooms.

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