The weight of the house settled on Ethan’s shoulders as he sifted through his father's belongings. He unearthed the list, tucked beneath a stack of old magazines, its title a simple statement: "My Last Acts."

He picked it up, feeling a knot forming in his chest. “Learn to paint.” “Go to a jazz concert.” “Tell Ethan to follow his dreams, even if they seem… impossible.” His jaw clenched.

He looked at the list, feeling a familiar ache in his chest. He didn't want to follow his dreams, not now, not ever. He just wanted things to be the same, to have his father back. He crumpled the list in his fist, his movements a show of defiance, a way of pushing back against the reality of his loss.

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