The incessant giggling from the other room was getting to Mark. He could hear Lily and her grandmother, laughing about something involving Barnaby. He slammed the laptop shut, the sound echoing in the otherwise quiet house. Barnaby, the spectral figure from his past, was now a recurring character in his present.

He stood up and walked over to the window, the image of Barnaby's lopsided grin flashing behind his eyelids. He wanted silence. He wanted peace. He wanted this to stop.

He rubbed his temples, a headache beginning to form behind his eyes. He considered going to the garden for some fresh air, but he knew the moment he stepped outside, Barnaby would somehow be there.

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