She slammed the attic hatch shut, the echo of the wood reverberating through the empty house. "Unbelievable," she spat, her hands clenched into fists. She had spent the entire morning scrubbing the kitchen, and now this. A mountain of forgotten toys, covered in a thick layer of grime, stared back at her from the gloom.

The air in the attic was thick and stale, clinging to her skin. Her breaths came in short, sharp bursts. She pulled at her collar, feeling the tightness in her chest.

"Well, this is just great," she said to the empty room. What had she been expecting? A pristine storage space? The previous owners had clearly treated this house like a dumping ground. She grabbed a battered teddy bear, its one button eye staring blankly at her. She threw it back into the pile and spun away, feeling defeated.

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