He ran a hand through his hair, already feeling the familiar pull of tension in his neck. This was a complete waste of a Saturday. Sarah knew, with absolute certainty, she should be at the beach, not here, sorting through the detritus of a life she barely knew. The air inside the house felt thick, heavy with the scent of mothballs and decay.

A box of old photographs clattered to the floor as she clumsily reached for it. She swore under her breath, the curse word echoing in the empty hallway. Why did everything have to be so fragile?

Her brother, Mark, started laughing at her misfortune. He loved this kind of thing, the chaos of it all. "Come on, Sis, it's an adventure!" he crowed, oblivious to her mounting annoyance. He had no idea what it was like to feel so... burdened.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216