"Ugh, not again," muttered Clara, her voice barely above a whisper. The package, addressed to "Ms. Iris Blackwood," sat on the floor near her doorstep. It was the third one this month. She’d already left notes, called the post office, and even tried to track down Iris's forwarding address.

She felt a physical ache in her chest, a weight that pulled her shoulders forward. The constant demands of her job, coupled with her family’s needs, had left her depleted. She felt like she was constantly running, perpetually behind.

She crumpled the unopened mail in her hand, the paper crinkling loudly in the otherwise silent hallway. She would deal with it later, she thought, pushing it to the side with her foot as she closed the door.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.385
😫0.332
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264