The chipped mug slammed onto the desk, sloshing coffee across the surface. Sarah grabbed a paper towel and scrubbed furiously at the stain, the simple act a physical manifestation of the turmoil churning inside her. She replayed the conversation in her head, each word, each inflection, twisting the knife. He’d asked about her upcoming art project, offering unsolicited criticism based on her innermost fears and aspirations, perfectly articulated in the journal. She felt a burning sensation in her throat, a choked back sob.

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