Sweat beaded on Sarah's forehead as she wrestled the grocery bags from the car. The midday sun beat down, turning the asphalt into a shimmering heat trap. Just as she managed to haul the last bag toward the front door, Mr. Henderson from next door emerged, a polite smile plastered on his face. “Sarah, dear, could I have a quick word?” Her shoulders slumped, the weight of the bags suddenly seeming to double.

“Sure, Mr. Henderson,” she replied, her voice strained. She shifted the bags, the handles digging into her palms.

He gestured towards the towering oak on the property line. “That tree. A bit of a nuisance, you know. Dropping leaves, blocking the sun. I was thinking of having it taken down. Would that be alright with you?” Sarah’s breath hitched. Another thing to deal with. More to consider.

Her gaze flickered between the oak and Mr. Henderson. The oak seemed to loom, a silent judgment. “I…I need to think about it,” she finally managed, the words catching in her throat. The grocery bags felt like anchors now.

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