He hadn't been back in over a decade. The house, once a beacon of security, now felt like a cage. His breath caught in his throat as he pushed open the front door.

Every corner of the house held a memory. He felt a constant pressure on his chest, a sense of being scrutinized. He wished he could go back in time to change the course of things.

His father called out from the kitchen, "Daniel? Is that you?" The timbre of his voice was somehow both welcoming and accusing. Daniel swallowed hard and began to walk toward the sound, each step a monument to a life he felt he had failed.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217