The carefully chosen playlist, a medley of his favourite songs, lay forgotten on the laptop screen. Liam felt a pressure building behind his eyes. He’d organized everything, down to the colour-coordinated napkins. Now, everything was off. He stared out the window, at the streetlight casting elongated shadows across the deserted street. A chill snaked up his spine, a feeling of let-down he couldn't quite shake. He folded his arms, hugging himself as if to ward off the sudden, unexpected cold. He decided to just lie down.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224