Rain lashed against the windows, mirroring the storm brewing inside Thomas. Mr. Peterson, the man from next door, stood outside, a hopeful glint in his eye. "Just a little plot, Tom," he shouted over the wind, "for some herbs and maybe a few beans. The sun shines right on that side of your yard!"

Thomas’s jaw clenched. He was already juggling work, his ailing mother, and a mountain of unpaid bills. The thought of another commitment, another responsibility, was suffocating. He wanted to scream.

He slowly opened the door, the wind and rain soaking him immediately. He swallowed, the words catching in his throat. He looked at Mr. Peterson, a picture of sunny optimism, and he felt a surge of pure, unadulterated frustration. He shook his head. "I… I can't," he finally choked out, his voice raspy.

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