The notification popped up during a particularly hectic cafe shift. Liam saw that Mr. Olsen, his photography teacher, had started following him on Facebook. Liam’s shoulders sagged, his energy gone. He just needed this shift to be over.

He dropped the rag he was using to wipe down the counter, the clatter drawing a glare from his boss. The bills, the classes, the responsibilities of taking care of his younger siblings all threatened to engulf him. He wanted to sit down, close his eyes, and disappear. But there was no time.

He felt the muscles in his neck tighten. He went back to the counter, but the feeling of being trapped was growing.

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
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264