He straightened his tie, feeling a knot tighten in his stomach. The party was a blur of well-wishers and forced smiles. His father, a man of few words and even fewer displays of affection, was now the center of attention. He'd always felt like an outsider, peering in at his father’s world of work.

He approached the microphone, his legs feeling weak. The script he’d prepared seemed inadequate, failing to capture the complex, contradictory feelings churning inside him. The words came out haltingly, devoid of true feeling. He felt a deep ache in his chest, a sensation that had become all too familiar over the years.

He quickly finished, escaping back to his table. He saw his siblings across the room, their faces reflecting his own discomfort. He took a long, slow sip of his drink, the alcohol doing little to soothe the internal unrest.

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