The email sat in the inbox, a digital taunt. Sarah slammed her laptop shut, the metallic clang echoing in the sterile apartment. She paced, the worn carpet offering little comfort to her restless feet. She'd spent thirty years believing one thing, a tidy narrative of her existence, and now… this. The DNA test results screamed a different story, a messy, tangled version she wasn't sure she wanted to untangle. Her hands clenched into fists, nails biting into her palms. The sheer audacity of it all, the life she thought she knew, the foundation crumbling beneath her.

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