Liam ran a hand through his already disheveled hair, leaving it standing on end. The coding project was a beast, relentlessly demanding his attention and draining his creative well. Each line of code was a mountain, each error message a crushing blow. He hadn't slept properly in days. He received a message from his internet pal, "SunshineSky," a girl he’d been chatting with for months. She was asking to hang out. He'd assumed she was in another country, as she never specified her location. He felt a wave of dizziness.

His apartment was a mess of empty energy drink cans and crumpled paper. He needed to get out, to breathe. He felt like his lungs were being squeezed. The thought of facing the outside world felt impossible. It was a local park, and they had agreed to meet at sunset.

The park felt vast and overwhelming, the setting sun painting the sky in fiery hues. He saw her, her back to him, and he took a shaky breath. He’d been hiding from the world, and now the world was standing right in front of him.

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