The shovel bit into the earth with a vicious crunch. The sweat beaded on Maya's forehead, tracing paths down her temples as she hacked away at the stubborn soil. The damn thing was buried deep. She wiped a smudge of dirt from her cheek, her breath coming in ragged gasps. Discovering the capsule was a total waste of her morning. She'd been looking for a specific tree, a landmark, but now the time capsule was the priority. But none of the items inside it made sense. A crayon? A half-eaten sandwich? What was the deal?

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