The afternoon sun streamed into the living room, illuminating the chaos. I sat amidst a mountain of neatly organized folders and binders, each labeled with a specific year and subject. My jaw ached from clenching it, and the inside of my cheeks felt raw. This was supposed to be a bonding experience, going through Mom's keepsakes.

I tossed a particularly cringe-worthy book report onto the growing pile. I felt a tightening in my chest, a sensation of being trapped. Each piece of paper was another chain, binding me to a past I’d rather leave behind.

I slammed a folder shut, the sound loud in the quiet room. "I need some air," I mumbled, pushing myself away from the table.

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