Sarah slammed her phone onto the airport counter with a resounding thud. The airline employee, a young woman with a nametag that read “Brenda,” flinched. Sarah’s knuckles were white, clutching the flimsy boarding pass. Her jaw was clenched, a muscle jumping in her cheek. She just needed to get to her sister’s wedding. The ceremony was in three hours, and now she was stranded. Brenda offered a sympathetic smile, but Sarah just glared. “Is there *anything* you can do?” she demanded, voice tight with suppressed fury.

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