"Damn it," Maya whispered, her voice tight and strained. The gate agent, a bored-looking woman with perfectly applied lipstick, offered no solace, only a shrug and the promise of further updates. Maya slumped against the cold glass, peering out at the grounded aircraft. The reality of the situation was a crushing weight on her shoulders. Her best friend's wedding was in a few short hours, and she was supposed to be the maid of honor.

Her stomach churned, a knot tightening with each passing minute. Sweat beaded on her forehead despite the cool air conditioning. She ran a hand through her hair, the strands tangling around her fingers. Her carefully crafted speech, the words she'd rehearsed countless times, threatened to unravel into incoherent fragments.

The wedding planner's last email, detailing the seating arrangements, replayed in her mind, a cruel reminder of her absence. She pressed her lips together, fighting back tears. She felt a profound sense of helplessness, trapped and unable to control the situation.

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