The new neighbor, a cheery woman named Sarah, had introduced herself with a plate of cookies and a promise of "a little noise for a while." Liam had politely smiled, accepting the baked goods. Now, the noise was constant, a never-ending assault on his frayed nerves.

His marriage had crumbled a year prior. He was still reeling, still picking up the pieces. The construction next door seemed to mirror his own internal state, a chaotic mess of exposed wires and broken promises. He was always on edge, bracing for the next loud bang, the next shattering of his carefully constructed quiet.

He began to avoid his own backyard, the only place that had offered him solace. He felt exposed, watched, judged. The hammering, the sawing, the constant flurry of activity, it was a constant, unwelcome reminder of his solitude.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. 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 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257