The dust motes danced in the late afternoon sun, illuminating the empty attic. He'd spent weeks here, searching for the tangible proof he needed, the artifacts that would unlock his childhood best friend’s memory. Now, everything felt pointless, a waste.

He slammed the lid of the old trunk shut, the wood groaning in protest. He wanted to throw something, to scream, to lash out at the absurdity of it all. The photo albums, the letters, the forgotten toys, they were useless, nothing more than props in a play he was the only one performing.

He felt a throbbing ache behind his eyes, a sensation of pressure and unease. He picked up a worn teddy bear, squeezing it so hard his knuckles were white. The bear offered no comfort. He threw it back into the trunk, each movement stiff and robotic. He needed to be alone.

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