Her knuckles were white as she gripped the handle of the crowbar. The metal resisted, stubborn and unyielding. A wave of heat washed over Daniel. A small, rusty metal box. Her heart thudded in her chest. A time capsule. He knew the box's contents couldn't have anything valuable in them, but his blood was boiling. He could barely remember yesterday, let alone whatever silly idea had possessed his younger self to bury this thing. He gave the crowbar a frustrated shove, the metal screaming in protest. The lid finally gave, and he peered into the murky darkness.

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