“A kitten, Liam! Just think about it!” The words reverberated through the small studio. Liam’s palms felt sticky. He sat frozen on the couch, the remote slipping from his grasp. The idea of a kitten, with its unpredictable claws and energetic bursts, sent a shiver down his spine. He imagined scratched furniture, sleepless nights, and the constant need for attention. He felt a cold dread creeping into his bones.

He stared at the blank television screen, seeing only the looming possibility of feline chaos.

"Liam?" Maria asked, her voice laced with innocent expectation. He couldn't speak. He just shook his head slowly.

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