Rain hammered against the studio window, mimicking the relentless drumming inside Miriam's head. She stared at the Instagram post, her hands balled into fists. Someone had inked her intricate floral design onto their entire back. The sheer audacity. She'd poured months of her life into that piece, a testament to her grandmother. Now, it was just… there. A commodity.

Her phone vibrated again, another notification. More comments, all praising the tattoo artist. None mentioning her. The acid in her stomach burned. She tossed the phone onto the workbench, the wood groaning under the impact.

She spun, pacing the cluttered space, the scent of turpentine and linseed oil doing nothing to calm her. She grabbed a fresh canvas, white and pristine. With a violent swipe, she smeared a thick layer of crimson across its surface. The raw, angry color seemed to mirror the storm raging within 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