The vibrant colors of the flower garden she’d meticulously planned and planted were in tatters, a testament to the dog’s relentless energy. Her face flushed hot. She felt a growing pressure in her chest.

She went inside, slamming the door. Every morning, the same routine – check the perimeter of the fence. Every time, the same outcome – a breached boundary, a ruined garden, a growing fury. The injustice of it all.

She paced the length of her living room, her steps fast and erratic. She pulled out the phone, ready to make the complaint to the owner’s yet again. Then she hung up, her shoulders slumped. What was the point?

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229