"Unbelievable," Maya muttered, staring at the notification on her phone. She was on the bus home, and the world seemed to have tilted off its axis. Her whole life, or so it felt, had been leading to this moment. She was on the verge of finally being somewhere.

The landscape outside blurred, indistinguishable from the chaos churning within her. She clenched her hands into fists, nails digging into her palms. Her carefully planned future felt like it was crumbling into dust. She wanted to scream.

The bus rattled and swayed. She felt a wave of nausea.

Emotion: hurt

Cluster: Fear / Anxiety
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.412
L0.396
ness0.338
😞0.328
😢0.290
Suppressed:
de-0.643
la-0.402
!-0.259
(!)-0.248
/-0.244