The dented car door slammed with a resounding clang that echoed down the suburban street. Mark kicked at a loose stone, sending it skittering across the perfectly manicured lawn. His sister's graduation party was in full swing, a saccharine display of family unity that made his skin crawl.

He pushed through the chattering crowd, the forced smiles and air kisses grating on his nerves. The smell of barbecue and cheap perfume assaulted his nostrils. He needed space, air, anything to get away from the suffocating atmosphere.

His mother cornered him by the patio doors, her eyes sparkling with unwelcome affection. "Are you enjoying yourself, dear?" she chirped. He mumbled a noncommittal response, wanting nothing more than to disappear. He abruptly excused himself, heading for the edge of the property, where he smoked a cigarette.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256