"Honestly," growled David, slamming the car door with unnecessary force. He'd been looking forward to a relaxing evening. Dinner, maybe a quiet drink on the porch. Now, the constant buzzing of the power saw, the shouts back and forth - it was all too much.

His shoulders slumped as he walked towards his front door, the vibrations from next door seeming to seep into his very being. His jaw tightened. This wasn't fair. He deserved some peace.

He found himself pacing his living room, the noise an invasive presence that robbed him of focus. He switched on the television, only to turn it off moments later. The silence, though still invaded by the construction, was preferable. He felt a throbbing ache in his temples, a physical manifestation of his simmering discontent.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210