He ran a hand through his hair, a gesture that was becoming increasingly frequent. The estate sale was tomorrow, and he’d barely had time to eat, let alone sort through the mess in the attic. The weight of his responsibilities felt enormous. He'd always prided himself on being capable, but lately, everything seemed to be crumbling.

He climbed the pull-down stairs, the wood groaning beneath his weight. A musty smell assaulted his nostrils. He needed a stiff drink. Immediately.

The attic held a jumble of discarded items. Old toys, a broken record player, and a trunk that smelled of mothballs. He kicked at a rusty bucket. Why did he buy this house? Everything was just going wrong. He just wanted it all to be over.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😩0.266
😫0.256
😰0.239
πŸ˜–0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169