Maya scrubbed at the kitchen counter, her knuckles white against the granite. Confetti from Liam's "surprise" planning session still clung stubbornly to the grout. She'd agreed to help, of course, because Liam was her best friend. Now, staring at the sheer volume of tasks – catering quotes, venue options, guest list confirmations – a sense of pressure built in her chest.

Her phone buzzed, another message about Lily's party. “Need help with the decorations!” it blared. Lily, bless her, was planning a carnival-themed extravaganza, complete with a petting zoo. Maya let out a breath, the air whistling a bit as it escaped her lips.

Later, she found herself staring into her closet, the neatly organized clothes seeming to mock her. She couldn’t even decide what to wear to her OWN dinner. Each outfit felt inadequate, each choice a monument to her inability to be in two places at once.

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