"Seriously?" Maya barked at the unresponsive contractor. The promised renovation timeline was already weeks behind, and the dust was settling deep into every corner of the house. She’d envisioned her dream home, and what she had was a construction zone. Her carefully laid plans were dissolving like sugar in hot tea.

She kicked at a pile of discarded lumber, the impact sending a jolt through her foot. A loose panel in the dining room wall shifted. She poked at it, her lips pressed into a thin line, impatience radiating from her.

The panel swung open, and Maya’s breath caught in her throat. She had no time for surprises! Now there was a hidden room to deal with.

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