The phone rang again. It was his aunt, checking in. And then his uncle. And then a neighbor. Michael slammed the cordless phone onto the counter, the plastic snapping against the tile. "Is everything alright, dear?" his mother asked, her voice filled with a tremor of worry.

Her constant anxiety, born of genuine concern, was becoming a physical burden. He felt the tension constricting his chest. The questions, the probing inquiries, the suffocating well-wishes - it was all too much.

He grabbed his keys and wallet, barely managing a mumbled, "Gotta go," before fleeing the house. He needed an escape, needed to simply walk away, even for a little while.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212