The air in the art studio was thick with the smell of turpentine and desperation. Mark ran a hand through his hair, leaving streaks of paint in its wake. His sister's daughter, Iris, drew this thing. It filled Mark with a sickness. He knew the figure. It was the friend he'd had as a child. He tried to tell his sister, but she just scoffed at him.

He picked up a brush and slashed at the canvas, the strokes violent and uncontrolled. He tried to draw something, anything, but the image of the creature kept coming back. He wanted to get this thing out of his head. He wanted to scream.

He threw the brush across the room, the bristles splattering against the wall. He needed to get away. He needed to get rid of this feeling. He felt a burning in his chest.

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