Liam stared at the photograph. He’d stumbled upon it while cleaning out his father's old study. His father, a man who'd always presented a picture of perfect, unyielding ambition, smiling jovially with a group of friends in what looked like a bar. All of them looked relaxed and at ease.

His own childhood memories were filled with hushed tones, tense silences, and the constant pressure to achieve. Liam always felt as if he was failing to live up to his father’s expectations.

Liam felt a knot tighten in his stomach. He blinked rapidly, trying to clear his vision. A strange pressure built behind his eyes. He slowly put the photo back on the desk.

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