"Seriously?" Mark muttered, the word a clipped explosion of breath. He stared at the overflowing trash bins outside his kitchen window, now topped with overflowing plaster dust. The renovation debris was spilling onto the sidewalk. The smell alone was making his stomach turn.

He kicked the base of the cabinet, the action born of a sudden, sharp impulse. He closed his eyes, visualizing the neat, ordered kitchen he had carefully cultivated, now ruined by the visual cacophany. It was his sanctuary. Now, the constant clamor had stolen away his peace.

He grabbed his car keys, his fingers fumbling with the metal. He needed to get out, to escape the noise and the mess. He needed a place of his own.

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