Rain lashed against the windows, mirroring the tempest inside Amelia. She stared, unseeing, at the text message notification blinking on her phone – "Packing up the moving van now! See ya soon!" It was from Liam, her best friend, who was leaving for California. Her jaw tightened, a dull ache spreading through her temples. She let the coffee grow cold in her mug.

Her apartment felt cavernous, the silence amplified by the drumming of the downpour. She usually loved the sound, found it soothing. Today, it was just another unwelcome accompaniment to her mood. She wrapped her arms around herself, as if trying to physically contain the hollowness that had opened up in her chest.

She absentmindedly flicked through photos on her phone of her and Liam, laughing, hiking, just existing together. Each picture was a fresh stab of longing. She deleted the pictures of them together as a result of the sting.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224