The lawyer’s office was oppressively formal, the air thick with the scent of old paper and suppressed sighs. Olivia clutched the document in her trembling hands. Her father’s final instructions, neatly typed, but at the end, a handwritten addition: "My Final To-Do List."

She scanned the list, each item a sharp reminder of all the things he hadn't done, or worse, had left for her. “See the ocean.” “Learn to play the piano.” “Tell Olivia to live life to the fullest.” Her fingers tightened around the paper.

The attorney cleared his throat, breaking the silence. Olivia ignored him, staring at the list, her jaw locked. Live life to the fullest? How dare he. She crumpled the list in her fist, then smoothed it out, a wave of weariness washing over her.

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