“The dog… the dog barks all day!” Mrs. Gable’s voice, usually a gentle murmur, was sharp and accusing. Liam just stood there, his jaw clenched, the words struggling to form in his throat. His dog, a tiny, elderly chihuahua, rarely made a sound.

The air in the hallway felt thick, heavy. He glanced at the closed door of his apartment, a fortress of perceived safety now tainted. He felt a wave of dizziness, the world tilting precariously on its axis. He didn’t know how to respond.

His knuckles turned white as he gripped the doorframe, trying to remain upright. The accusation hung in the air, a silent judgment that he couldn't grasp.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255