Liam slammed the lid of the box shut, the sound echoing in the deserted garage. He hated this, every single bit of it. Sorting through his mother's belongings was like reopening a wound. He glared at the list, titled simply: "Before."

He forced himself to read it. "Plant a rose garden." "Travel to Italy." "Tell Liam she loves him, even when he’s being…difficult.” He rolled his eyes. The list was a testament to her hopes, her dreams, and now, his burden.

He kicked the box across the garage floor, the action a release of pent-up frustration. This whole process was a punishment, a constant reminder. He didn't want this. He just wanted to move on.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205